{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d6EFGJRwG2R-"
      },
      "source": [
        "金融市场数据是非常嘈杂的，因为它受到许多不同的因素影响，例如政治、经济和社会事件等。这些因素可能导致价格波动和不确定性，使得数据分析变得更加困难。\n",
        "\n",
        "对金融市场数据进行平滑处理可以减少噪音、揭示趋势和降低风险，从而帮助交易员和投资者做出更好的决策，获得更好的回报。平滑后的时间序列数据可以用来：\n",
        "1. 发现趋势和方向 - 这对于货币、股票、债券或其他金融产品至关重要。长期趋势可以揭示出潜在的大机会，而短期趋势则可以用来掌握时机；\n",
        "2. 制定策略 - 使用平滑技术，如移动平均线交叉，可以帮助确定何时买入或卖出。这可以让交易员和投资者更有效地管理他们的投资组合，从而获得更好的回报；\n",
        "3. 为机器学习模型做好准备 - 平滑处理可以大大减少噪音和异常值的影响，从而使机器学习模型更具预测性和可靠性。\n",
        "\n",
        "下面分享三种常见的金融数据平滑方法。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7Lfc0-CTG7O3"
      },
      "source": [
        "# 第一部分: 安装并导入依赖包\n",
        "**1. 安装依赖包**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RN64w2gKHMe-",
        "outputId": "25d2c804-aec0-4bda-f3ac-2b7b40ee813b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: akshare in /usr/local/lib/python3.9/dist-packages (1.9.51)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (1.22.4)\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.9/dist-packages (1.5.3)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.9/dist-packages (1.10.1)\n",
            "Requirement already satisfied: requests>=2.22.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.27.1)\n",
            "Requirement already satisfied: urllib3>=1.25.8 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.26.15)\n",
            "Requirement already satisfied: cfscrape>=2.1.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.1.1)\n",
            "Requirement already satisfied: openpyxl>=3.0.3 in /usr/local/lib/python3.9/dist-packages (from akshare) (3.0.10)\n",
            "Requirement already satisfied: beautifulsoup4>=4.9.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.11.2)\n",
            "Requirement already satisfied: html5lib>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.1)\n",
            "Requirement already satisfied: tqdm>=4.43.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.65.0)\n",
            "Requirement already satisfied: xlrd>=1.2.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (2.0.1)\n",
            "Requirement already satisfied: jsonpath>=0.82 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.82)\n",
            "Requirement already satisfied: pypinyin>=0.35.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.48.0)\n",
            "Requirement already satisfied: decorator>=4.4.2 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.4.2)\n",
            "Requirement already satisfied: py-mini-racer>=0.6.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.6.0)\n",
            "Requirement already satisfied: requests-cache>=0.9.3 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.0.1)\n",
            "Requirement already satisfied: tabulate>=0.8.6 in /usr/local/lib/python3.9/dist-packages (from akshare) (0.8.10)\n",
            "Requirement already satisfied: websocket-client>=0.56.0 in /usr/local/lib/python3.9/dist-packages (from akshare) (1.5.1)\n",
            "Requirement already satisfied: lxml>=4.2.1 in /usr/local/lib/python3.9/dist-packages (from akshare) (4.9.2)\n",
            "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.9/dist-packages (from pandas) (2022.7.1)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.9/dist-packages (from beautifulsoup4>=4.9.1->akshare) (2.4)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.9/dist-packages (from html5lib>=1.0.1->akshare) (1.16.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.9/dist-packages (from html5lib>=1.0.1->akshare) (0.5.1)\n",
            "Requirement already satisfied: et-xmlfile in /usr/local/lib/python3.9/dist-packages (from openpyxl>=3.0.3->akshare) (1.1.0)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (2.0.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (3.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests>=2.22.0->akshare) (2022.12.7)\n",
            "Requirement already satisfied: platformdirs>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (3.2.0)\n",
            "Requirement already satisfied: url-normalize>=1.4 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (1.4.3)\n",
            "Requirement already satisfied: attrs>=21.2 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (22.2.0)\n",
            "Requirement already satisfied: cattrs>=22.2 in /usr/local/lib/python3.9/dist-packages (from requests-cache>=0.9.3->akshare) (22.2.0)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.9/dist-packages (from cattrs>=22.2->requests-cache>=0.9.3->akshare) (1.1.1)\n"
          ]
        }
      ],
      "source": [
        "!pip install akshare numpy pandas scipy"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "84hVivyuHUUa"
      },
      "source": [
        "**2.导入依赖包**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "RZixELTIvqGi"
      },
      "outputs": [],
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import time\n",
        "import akshare as ak\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "from copy import deepcopy\n",
        "from scipy.signal import savgol_filter"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FBglhtSKHmsv"
      },
      "source": [
        "# 第二部分：加载数据进行平滑处理\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bYP6k8hrH-BH"
      },
      "source": [
        "**3.加载创业板最近一年的数据**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "D09WBvC9vxDP",
        "outputId": "fc78fe83-7739-4ffd-90a3-64652116bc06"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "cyb = ak.stock_zh_index_daily(symbol=\"sz399006\").iloc[-250:]\n",
        "cyb = cyb.set_index(\"date\")\n",
        "cyb.index = cyb.index.astype(str)\n",
        "cyb.close.plot(figsize=(20,5))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w8nUUIhKH0pC"
      },
      "source": [
        "**4.使用移动平均线进行平滑**\n",
        "\n",
        "移动平均线（Moving Average，简称MA）是最简单的金融数据平滑方法，它通过计算一段时间内的数据的算术平均数来消除价格波动的噪声，使数据变化的趋势更加清晰。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "JstXAmU-zy-_",
        "outputId": "bdf485ae-eadb-4328-fc46-7142b064d263"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def ma_smooth(data, window_length, center=True):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = data.rolling(window_length, center=center).mean()\n",
        "  else:\n",
        "    data = pd.Series(data)\n",
        "    smooth = data.rolling(window_length, center=center).mean().values\n",
        "\n",
        "  return smooth\n",
        "\n",
        "\n",
        "ma_smooth(cyb.close, 10).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tRcGmks4IgE6"
      },
      "source": [
        "**5.使用Savitzky-Golay滤波器平滑**\n",
        "\n",
        "Savitzky-Golay 滤波器是一种数字信号处理中的平滑滤波器，它在许多领域中都得到广泛应用，包括时间序列和图像处理。该滤波器使用基本思想是对原始数据进行多项式拟合，从而估计平滑后的数据，并在拟合过程中去除噪声和异常值。相比于传统平均滤波器，Savitzky-Golay 滤波器更适用于非线性信号和不同窗口大小下的平滑滤波。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "aVkOr-0zv9zs",
        "outputId": "8c2f6bdb-89d3-4a56-c327-b1dc1adff5f7"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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EiZyVAny9+PKGTtQI9GV7fBpjflhLfoebzMYNP0N2qmcDFBEREREREREREZEKSYkTOWtFVqnEF9d3xM/bwfwdCby2tRpUbwx5GbDxZ0+HJyIiIiIiIiIiIiIVkBInclZrXasKb13ZFoAvFu8jsdkIs2Hll2DbngtMRERERERERERERCokJU7krHdhqwj6NKlBvtvm5UNtwasSHN4MB1d4OjQRERERERERERERqWCUOJFy4bELm2JZ8MuWdBLrDTaDq770bFAiIiIiIiIiIiIiUuEocSLlQtPwIK5oXwuA1xN7msHNv0FmkgejEilhMevgl5sgbuMJw/kuN9l5Ls/EJCIiIiIiIiIico5R4kTKjQcGNMbXy8G4mOqkVmkOrhxY94OnwxIpOcs+hE2/wteDIXY9AEczchn83iK6vjyHpbsTPRygiIiIiIiIiIhIxafEiZQbEcGVuLlnPcDi8+y+ZnDVl+B2ezQukRJzZKd5zU6Gby8l99B6bv9uNdvi0kjOzOP6r1Ywa0u8R0MUERERERERERGp6JQ4kXLljj4NqOrvzefJHcjzqgxJu2H3n54OS+TM2TYk7jbvq9aFrKPkfjmY1P3rCPT1olej6uTmu7lj7Gp+XR3t0VBFREREREREREQqMiVOpFwJ8vPmnvMbkYkf490Fq05mPgmuPM8GJnKmMo5ATgpgwc2ziA1oQYArlR98XuKbiwP46oZOXNGhFi63zYPj1/PFor2ejlhERERERERERKRCUuJEyp3rutShdog/r2ReQpZXFUjYBss/8XRYImcmcZd5DY7i5605DDxyH+vc9Qmx0mg/byRecet4dUAoD3X0pol1gMlTJ/HT+HHYmUc9G7eIiIiIiIiIiEgFY9m2bXs6iNKQmppKcHAwKSkpBAUFeTocKWGT18dw97i1jPBZwIuOj8EnAMasgqAIT4cmcnrWfAeTxnA0vCedDowm323zYK8w7j70EMSs/dvdchz++Pa4E7qNAf+QMgxYRERERERERESkfDnVvIFWnEi5NLh1BG1qBfN9bk92eDeF3HSY9X/FP9CB5TDtEcjSU/viYUmmv8mM2Mrku20ubRvJmIs6wMjfoG4vM8dygE8gVK5BeqVIYu0QfN2ZsPANeLsVzHkeMpM8eBEiIiIiIiIiIiLlnxInUi5ZlsXrw9sQ4OvDA+kjcGPBxvGwd+GpHyQvC8bfACs+gTkvlFqs5crSD+HbSyEj0dORnHsKSnVtzw+jc90QXr2iNZZlQaWqcMMUeCoBnk6CJ6Lh4V0EPLqVd1r+xm2597PLUc8kD49PoORle/iCREREREREREREyiclTqTcahQWyAfXtWer1YDv8883g9MePvVG8Ss+hbQY837NN5C4u3QCLS8OrYGZT8KeebD8Y09Hc85xHTGJk712BM9e0gJfL+eJE7x8wLJOGHp8cAvWVe7JBZkvMKHxqxDWqiiBMuX+sgpdRERERERERESkQlHiRMq13o1r8PylLXg9/0qS7ABI2HpqjeKzkmHhm+Z95VBw58Pcl0o11rOaKx+m3Ae223y++ivIz/FoSOcUt7swceeqWp9mEYGntFtwJW9eHNoSGwcPb4pi05DJMOwLU9Jr/Q+w8ZeSjXPt97Dis5I9poiIiIiIiIiIyFlGiRMp967rUofhPVvxSv41ALjmvgxpcf+80+K3ITsZajSD6342Y5t+hdj1JRfYgWUQvarkjleaVnxqrt0vGALCICMBtkzydFTnjtRonO5ccm0nndq2MSW6TtGAFuEMbh2By23z8K+byGt+OfR+xGyccj8c3VcyMS77GCbeBdMegiM7S+aYIiIiIiIiIiIiZyElTqRCePyiZhxtdCVr3Q1x5qWTOvERNkUnM3l9DO/N2ckDP69j1JcrmLjuEKTGmpvAAOc/DZHtoNVw8/ns50omoMwk+GYIfN4fFr8Ltl0yxy0NKdFFq20ueB463WLer/jUczGdY1IPbQNgvx3O4LZRxd7/2UtaUNXfm62xqXy6YA/0fhiiukJOKvx6C7jyyMl3kZGTf3oBbpoAMx4r+nzv/NM7joiIiIiIiIiISDmgxIlUCE6HxdvXtOfrKmNw2xZBuyay6OMx3D1uDW/M2sGENYdYsCOBe39cx7afnoT8LHNjucmF5gB9nwCHF+yeA3sXnHlAh9aAKxewYdb/weR7T733Slmb/qjpixHVFdqNgvbXg8MboldAzFpPR3dO2L7ZfJ0TfWvRoEZAsfevHuDLM0NaAPDO7J3sSsyCYZ9h+wZB9Epmfngf7Z+fRctn/+Didxfy/OQtzNwcR3Jm7r8ffM98+O12wIagmmZs78JixygiIiIiIiIiIlJeKHEiFUZlXy8ev/ka3vG+CYA7vCbzQdWfuKJdJA8NaMy1XWpT34qhYfRvZof+zxY12w6pDx1uNO9nP3vmK0Ri1pjXKrUByzSf//4K01vlbLJ1CmybYpJGQ94GhwMCw6DFULN9xeeejO6ccWT/ZgAqhTc+7WNc2jaSvk1qkOty88DP63lk9lEeyrkZgP5HvqdV/kZsGzbHpPLl4r08P3Y6P/3nRmKeb0r0exeSv2vuX7/vYzfAj9eZJGCzS2BYwffDvkWmL4uIiIiIiIiIiEgFpMSJVCjhwX7c+ehrZA18DYCLsybxeqWvGNOnAS8NbcnHkdPxstzMcrXn9W0h2MffKO79MHj7w6HVsHXymQVyqCBx0vUuuGYceFeGPfPgiwGQtPfUj5OVDBlHziyWv5GTkQzTC3ph9LgXQpsVbex8m3ndON6UHZNSE5+aTaW0fQDUbtz6tI9jWRYvXdaKAF8vNkSn8POqaH7N7sRE63wcls23VT5n+X1tGdc3lRk13meB7/3c7jWFSHcstRKX4DV2KGnv9YTNv4HbZXqjfH8F5KZBnZ5w+WdQs6P5O5J5BBK2lswXQERERERERERE5CxTrMTJyy+/TKdOnQgMDCQ0NJShQ4eyffv2E+ZkZ2czevRoqlWrRkBAAMOGDSM+Pv6EOQcOHODiiy/G39+f0NBQHn74YfLzT6y9P2/ePNq3b4+vry8NGzbk66+/Pr0rlHOOn7eTSt1ug6EfgeUwqz1+vxMrehWNE+dgY/Fa/lW8P3cXL03dWpQ8CQyDbqPN+z9fANdp9oOwbZN8AYhsb8qB3TQDAiPhyHb4/Hw4tIY8l5sN0cl8tXgvY35Yw63frmLToZSi46TGwrvt4LUG8H4nU+5rw8+Qcui0wsrOczF/RwLPT95CvzfmMfblOyD1ELlBtU3S6Hi1OkFEG3DlwJpvT+/rIKdkyoZY6hELQNWo5md0rMgqlXhlWCsahgZwbZfajLu1K4Mf/RaqNcQnM46wzzvQbekdNE1bggObnDp9WNDmVX60LiTL9iEwaROMv4G8d9rDt5dCejyEtoCrvwdvP/DygdpdzclUrktERERERERERCooy7ZPvSbRoEGDuPrqq+nUqRP5+fk88cQTbNq0iS1btlC5cmUA7rzzTqZOncrXX39NcHAwY8aMweFwsHjxYgBcLhdt27YlPDyc1157jdjYWEaNGsWtt97Kf/7zHwD27t1Ly5YtueOOO7jllluYM2cO9913H1OnTmXgwIGnFGtqairBwcGkpKQQFBRU3K+LVBSbfoVfbwXbZZ6Uz8uENtfyTdijPDPJlEe6rkttXri0JQ6HBdkp8E5byEqCS96D9qOKf86UaHirBVhOeDwafPzNeGos+d9fiVf8BuKcEQzKfZXkPOcJu/p4OXh6cHOu61Ib6/c7Yf24k5+jSh3odDN0vt3c0P4bLrfNr2uimb4xlqV7EsnOM+WVWlh7meTzFE7LZlTuY0R1GswDFzSmWoBv0c5rx8LE0RBcG+5dBw7nyU8iZ+SK9+fxU8JQnJYND26HwPCSP0nMOvi8P7jzwDcY2l0HHW+G6g0BSMnK49MZK/FZ8zmjHH9Q1UoHwA6qhXXLbAiKKDrWordMObumg01CRUREREREREREpJw41bxBsRIn/yshIYHQ0FDmz59P7969SUlJoUaNGvzwww9cccUVAGzbto1mzZqxdOlSunbtyvTp0xk8eDAxMTGEhYUB8PHHH/Poo4+SkJCAj48Pjz76KFOnTmXTpk2F57r66qtJTk5mxowZJfoFkHPA1ikw/gZz09jpA3evhiq1+WnlAR6bYPo+3NC9Ls8MaY5lWbDkfZj5pFkhMmYl+BazWfeWSfDzSAhrBXcuAsC2bSZviOX1iSv5yXUfEVYS7+Rfxhde19C+TlU61K7K+uhkZm89DMDoRkd5+GDB6peRv0FeFuxfAvsXQ+x6sAv6S1SpDec/Ay2HFfVrKbAtLpVHf93I+oPJhWPhQX70aVSNx2LvoUrSelYG9GP4kVsACPTz4t7zGzGqW118vBzmnG82g6yjcPU4aHpRsb/08s8OJmVyw2tjmeP7MG7vyjieOPSXP8cSs38pJB+AZoPBp/JJp+yMT+Pliaupvf9X2jt2MrXajTw1aghRIf5Fk6JXw+f9wC8YHtmrhJqIiIiIiIiIiJQbp5o3OKMeJykppqxQSEgIAKtXryYvL4/+/fsXzmnatCm1a9dm6dKlACxdupRWrVoVJk0ABg4cSGpqKps3by6cc/wxjs05dgyRYmk2GK75EUIawAUvFDRsh6s61eaN4W0A+HrJPt7/c5eZ3+kWMyctBub/t/jnO9YYvmY7AGJTsrjlm1XcM24tBzK9+Lyy6R9yt89U1t1Vj69v7Mzd5zfis1EdeeriZng7bC7Y/yYARxtfCQ36QdOLYeBLcNs8eHQ/XPqBSewkH4BfbzarCQ4sA0xJrtf+2Mbgdxex/mAygb5ePDSgMTPu68XSx/vxSsNNVElaDz4BdLr9I366rSstIoNIy87nxalbuejdhcSnZoN3paIVNys+PY0vvPybSetjqGfFAeCo3rD0kiYAdbpBm6v+NmkC0CgskC9uPY8uVz/BM94P8EdcAIPfW8Tc7YeLJkW0AZ9AszorbmPpxSsiIiIiIiIiIuIhp504cbvd3HffffTo0YOWLVsCEBcXh4+PD1WqVDlhblhYGHFxcYVzjk+aHNt+bNs/zUlNTSUrK+uk8eTk5JCamnrCh0ihRv3hnjXQ9Y4Thi9vX4tnhpi+Em/M2sHYZftN6auLXjcTln4AcZv+92j/rKAxvDuiPWOX7eeCNxcwZ9thvJ0W9/dvzKP3PwINL8DhzsUx/UHTEwXT3PuWXvWZeX4cbR27Sbf9uHhLP16Zvo2J6w6xITqZlKw88AuCdiPMypm+T5rG84dWwZcDSfzqGoa9/QcfzN1NvttmYIswZj1wHmP6NaJpeBBWdgrMesbE2ecxCAynS/1qTBrTk/8Oa0X1AB92HU7niQkbTe+XjjcDFuyZCwk7TvvLLyc3eX0M9SzT34RqDT0bTAHLsriwVQRT7ulFm1rBpGTlcdPXK3lr1g7cbhucXlCnu5m8T31ORERERERERESk4jntxMno0aPZtGkTP/74Y0nGc9pefvllgoODCz+ioqI8HZKUEzf2qMfd/cxN6/+buImpG2Kh8UBoNsT0RplyP7jdp3Ywt9v0kwCeXOHDU79vIj0nn3a1qzD1nl7c278RPt5OuOg18PKDvQtg4/ii/XPSqLf2NQBmhIwkJj+Ij+fv5t4f13HJ+4tp89xM2r8wi6EfLObyz9cyZEN3rvH7kCleA3DhoNr+aTyW+hKRAQ4+HtGeT0Z2JDz4uB4o816GzCNQvQl0KUoiOR0WV3WqzQ+3dsXH6WDOtsP8vu4QVK1jmtsDrPz8tL/G8lc749PYFpdGA6dJGJ8tiZNjalapxM93dGNE19rYNrwzZyc3fr2Soxm5UK+3maQG8SIiIiIiIiIiUgGdVuJkzJgxTJkyhblz51KrVq3C8fDwcHJzc0lOTj5hfnx8POHh4YVz4uPj/7L92LZ/mhMUFESlSpVOGtPjjz9OSkpK4cfBgwdP59LkHPXABY25tou5QXzfT2tZtPMIDPov+ARA9ApY++2pHShpD+SkkIMP4w8G4O/j5Jkhzfnlju40DgssmhdSD3o/bN7/8YTpIwKw8A1Ij4OQ+gy760XeGN6G4R1q0aluVaoXNG5Pyshl3cFk1hxIZuOhFJYmeDMm/QauyHmGdNuPXs5NzGv8C4Oan7hqi7hNRSW3LnoVnN5/Cb9xWCD3nG9u4D87aQuH07Kh861m44Yfwe06ta+D/KvJ62MAaOd/xAycZYkTAF8vJy8ObcWbV7bBz9vB/B0J9HtjHu/tNc3i7f1LwJXv4ShFRERERERERERKlldxJtu2zd13381vv/3GvHnzqFev3gnbO3TogLe3N3PmzGHYsGEAbN++nQMHDtCtWzcAunXrxksvvcThw4cJDQ0FYNasWQQFBdG8efPCOdOmTTvh2LNmzSo8xsn4+vri6+tbnMsRKWRZFi9c2pLkzFymbYzj9u9W8cOtXWnT90n443FT3qrJxRBQ4x+PE7NlMZHAJncdqgcF8M1NnWkSHnjyyd3vgQ0/wZEdMOcF6D7GlAYDGPgfLG8/hnWoxbAORcnJtOw89idmEn00E7Dw9XLgc+zD2YOcxMYETBqJz5ZfYE4tuOA5s6Ntw7SHTVP55kOhfp+/vYbbz2vA9E1xbI5J5anfNvHJdb2xjvW0iN8MEa1P+esqJ2fbNpM3mBJddThWqquBByP6Z5e3r0WziCBGf7+GPUcyeHOjDyN9K1MlN40Px/1C26796VK/Gk7HKfRoSTkE7nyzmklEREREREREROQsVKwVJ6NHj2bs2LH88MMPBAYGEhcXR1xcXGHfkeDgYG6++WYeeOAB5s6dy+rVq7nxxhvp1q0bXbt2BWDAgAE0b96ckSNHsn79ev744w+eeuopRo8eXZj4uOOOO9izZw+PPPII27Zt48MPP+Tnn3/m/vvvL+HLFynidFi8dVVbejSsRkaui2EfLeGmre1IDmoK2ckw6//+cf8Ve5P4888ZAOz3a8qEu7r/fdIEwMsHLjZN4Fn1JYy/EVy5phl840En3SXQz5uWNYMZ1DKCQS3D6ds0lB4Nq9OpbghtoqpQre1FcMl7ZvLit2H5J+b9xl/gwBLw9ocBL/7jdXg7Hbw+vA1eDouZW+KZvOkwRHU2Gw8s/cd95dRsjkll75EMqnnn4JedYAZDzt7ECUCziCD+uL83397Umas61WGNZRLdaVvncu3nyxn6wWJ2xqf9/QHcLlj0FrzbFt7vCJt/L5O4RUREREREREREiqtYiZOPPvqIlJQU+vTpQ0REROHHTz/9VDjnrbfeYvDgwQwbNozevXsTHh7OhAkTCrc7nU6mTJmC0+mkW7dujBgxglGjRvH8888XzqlXrx5Tp05l1qxZtGnThjfeeIPPP/+cgQMHlsAli/w9Xy8nn4zsSK9G1cl32/y5I4kbEq7FbVuwfhwr/vydfUcySMnKM83TC8zYFMeIL5bTzL0TgIEXXEhklZOXlTtBvV7Q5hrAhth1YDlh4MtgncKT+3+n7bXQryDJM/1RWPs9zHzKfN7rQajy7/1/mkUEMaag78szEzeREVGQONm/5PTjkkLTNppVJlfUzTEDlWtApSqeC+gUeTsd9G5cg1eGtea8gWZV4WVVdxPo68XGQylc/N4iPl+4xzSRP96RXfDlIJj9rEkOunJh/A0mYSgiIiIiIiIiInKWsezj7/5WIKmpqQQHB5OSkkJQUJCnw5FyaHdCOpPWxTB5fQw3Jr/HSK/Z7HZHcGHuK+TijdNhUaWSN1X8vdl7JAOHnc+WSrfgY+fCmFVQvdGpnSg9wTyBn51sGrZf+N8zD962YeqDsOqLorGQ+nDXMvA6tZJ2ufluLnl/Edvi0rinYTwPRN8PAWHw4PYzS+yc42zb5vw35rPnSAa/9Iqh48qHIKor3PyHp0Mrnvgt8FE38PYn/q7tPPr7NuZtN6tnOtcL4Y3hbYiq4mf66sx+FvKzwDcIBr0M0atg9VfmOH2fgt4P6XtKRERERERERERK3anmDU6rObzIuaBBjQDuv6Axcx48jw43vUW6VwgNHLHc5TMdAJfbJjEjl90JGbhtuKdVvkma+AYVr+xSQA248lvoOhr6PVUywVsWXPQaNB1cNHbhq6ecNAHw8TIlu5wOi092VcXl8Ib0eEjaUzIxnqN2xKez50gGPl4OWvmdvY3h/1VoM/CvDnmZhKVu5qsbOvHy5a2o7ONkxd4kbnh7AvHvD4AZj5qkSf2+cNdSaDcCBr8FvR8xx5n7Isx4DNxuz16PiIiIiIiIiIhIgWI1hxc5F1mWRfP6tWHIK/DbbdznP507HnmFZFcljmbmcjQjF39fL9rE/w47gch24ChmTrL+eeajJDmcMOxzmPoQBEVAowuKfYiWNYO5q08D3vtzFxvtBrRlm+lzchY3Mj/bTd9kynT1blQD35S9ZrA8fj0tC+r2hC2/w76FWHW6cU3n2vRoUJ33f/iVh448RWhSMtmWH6m9niG0751Fq0osC/o9Cf7VTGJl+ceQmQiXfmh6/4iIiIiIiIiIiHiQVpyInKpWV0D1xpCdgt+6rwkP9qNZRBDdG1anbVQVrJg1Zl7N9p6N83jelWDoB2e0kmVMv4ZUD/BlSV5jM7BfDeLPxPSNcQBc2DIcEneZwfK44gRMjx6AvQsKh2ofXcp/0x4j1Epmm12bAdkv0312XV6esY2MnPwT9+96B1z+OTi8YON4mPlkGQYvIiIiIiIiIiJyckqciJwqhxN6PmDeL3kfcjNP3H4scRJ5FiVOSoCvl5MrO9ZihbuJGTigBvGna09COtvj0/ByWPRvGloBEicFq6QOroC8bFj3A/xwJVZuOtTrTeCds2jSrDX5bptP5u/hgjfnM2NTLCe01mo9HC7/zLzfOB7crrK/DhERERERERERkeMocSJSHK2ugCp1IPMIrPm2aDwvyzTLhrNrxUkJuaZzbda4G+O2LdPjJC3e0yGVS9M3mdUm3RtWJ5hUyE4BLAip59nATle1hhAQDq4cmHAr/H4nuPOh1XC47ldqhofz2aiOfHF9R2pVrURMSjZ3jF3DqC9XsCE6ueg4zYaY3kBZRyF2naeuRkREREREREREBFDiRKR4nN7Q8z7zfvE7kJ9j3sdtBNsFlUMhqKbHwistUSH+tGlUh212bTNwrqw6yc81N/NLyIxNJynTFRxlSqqVR5ZVVK5r6yTz2uM+uOzTE3qVnN8sjFn3n8fd/Rri43SwcOcRLnl/Mbd8s4rNMSnm71W93mbyrj/L9hpERERERERERET+hxInIsXV9joIjIC0GFg/zowdWm1ea7YvaoBdwVzbuXZhuS7XvnMkcTL2cnijKez444wPdTApk42HUnBYMKB52HFlusphY/jjHUt4YMFFr8MFz4Hjr/+0VPJx8uCAJsx6oDeXt6+Jw4LZW+O5+N1F3Dl2NXGhPc3E3XPKLnYREREREREREZGTUOJEpLi8fKH7Peb9orfAlQ+HKmZ/k+P1bx7GNp+WAGTsXOjhaMpAThrsWwT52fDTCNg+44wO98dms9qkc70QqgX4lv/+Jse0uhK63w0jfoHOt/7r9DrVKvPmlW2Zef95XNImEssyJcyumFWw6ubgioISZiIiIiIiIiIiIp6hxInI6ehwPfhXh6P7YNOvRY3ha3bwaFilydvpIKrt+QAEJG+v+De3YzcABU3MXblnnDyZXlimK8IMVJTEibcfDHgRGvYv1m4NQwN495p2/HFfby5sGU60XYO9doQpebd3QSkFKyIiIiIiIiIi8u+UOBE5HT6Vodtd5v28/xTdBI9s57mYysCQHu3Z5w7DgZuELRV81UnsegBSovpB86HgzitInkwv9qHiU7NZvd/0ShnYItwMJu42r+U9cXKGGocF8uF17WldK5h5rtZmcJfKdYmIiIiIiIiIiOcocSJyujrdCn7BZtUJQJU6ULmaR0MqbbWr+XMgoA0Au1bP8nA0pcsdsxaAz/eE8Fno48clT0bCtmnFOtaxMl3ta1chPNgP3O7jEiflvMdJCbAsizF9G7LAbRIn7l1zwLY9HJWIiIiIiIiIiJyrlDgROV1+QdD59qLPa1bc/ibHq9rsPAB8Y5aT53J7OJrSk7V/NQAb7Xq8NGM3n9R4AlpcZpInP4+CbVNP+VjTNsYCcFGrgjJdqdHgygGHNwRHlXjs5VH/ZmEkVu9Mju2FI+VAUWJJRERERERERESkjClxInImut4J3pXN+wrcGP54TbsMBKCFexd/bor2cDSlJCedSql7AEiu0gKAl//YxYfVHoMWlxclTzZN+NdDJabnsGJvEnBcma6CMmCE1AenV8nHXw45HBa3nN+SVe4mAORsn+nhiERERERERERE5FylxInImfAPgYEvmd4mra7wdDRlwrtGQzK8q+Jr5bFy8WxPh1MqUvetwYFNnF2Vl0b048ELGgPw6szdvF/1EWh1Jbjz4debYd0P/3ismVvicdvQqmYwUSH+ZnDLRPNazIbqFd3FrSLYVKkjAHFrTn1Fj4iIiIiIiIiISElS4kTkTHW8EW6bB0GRno6kbFgWVu3uAPjELONgUqaHAyp5W9csAGC/TyNaRAZz9/mNeHigWQnx+uw9vBP0ALQfBbYbfr8TVn5x0uPYts2UDTEADGpZsNokL6uowXyLy0r3QsoZp8OiXuchAIQmriQ7q+J9b4mIiIiIiIiIyNlPiRMRKTb/Rr0A6GRtY+yy/UUbslNg7ssw6R7ILb83vdP3rgLAt3aHwrHRfRvy6KCmALw1Zw9v+o3BPtbjZuoDsOT9vxzni0V7WbwrEcsyqykA2DUHctMhqBbU6li6F1IO9TmvL4lUoRI5LJgz+eSTDiyHA8vKNjARERERERERETlnKHEiIsVXuxsAHRw7+G7pHuKSUmHZx/BOW5j/Cqz5BtZ869kYT9OmQynUyt4JQMM2PU/YdmefBjxxkUmevPvnLt5w3ITd8wGzceaTMP9VsG3z6eY4Xpq2FYAnLmxG3eoFvXC2/G5em18KllW6F1MO+Xh7kRxpvu6H104nN9994oSds+GrQfD1YEipoD12RERERERERETEo5Q4EZHiC2+F7RNIkJXFze4JeH/cBWY8CllJ4Bds5qz6sjCJUJ78vnwHDa1DAATU++uKkNt6N+Cpi5sB8P683byafxV236fMxrkvwZpv2Ridwr0/rsO24boutbmlVz2zPS8bts8w71sMLe1LKbeiOplyXe3z1vD72kNFGw5vg19uNCXS3Hmw5jsPRSgiIiIiIiIiIhWZEiciUnwOJ1ZUZwAe9P6Farkx5PuHwuC34J514F0ZjmyHA0s9G2cxZee52LFhGU7LJqdSKASGn3TeLb3q8/Tg5gB8NG83r2QMxj7vMQDy577C7V8vISvPRe/GNXjukhZYx1aW7J4DuWmmTFdNlen6Oz6NzgeguWM/P/65EpfbhoxEGHcV5KRCQJiZuOYbcOV7MFIREREREREREamIlDgRkdPTaAAA2VYl3si7gntDv4SON4F/CLQaZuas+tKDARbf7K3x1MszZbp8arX7x7k39azHs0NM8uSTBXv4b/og3AFheKXH0CdrFk3DA/ng2nZ4OY/7Mbv5N/Pa/FJw6Mfv3wqogSu8DQB1U5YzdvFO+GkEHN0HVerAbfPBvzqkxcKOGZ6NVUREREREREREKhzduROR09P5VrjuF2KvX8YH7suZui2VVfuSzLaON5nXLRPNSoFy4udV0bRy7AXAivznxAnADT3q8cKlLQD4eHEM72RdDMBo78l8MbItgX7eRZNVpqtYnA3NqpPezg34z3wIDiwB3yC49mcIioB2I8zE1V95MEoREREREREREamIlDgRkdPjcEKjC6hXty5XdYoC4OXp27BtGyLbmQ9XLqz73sOBnpqY5CwW7kygpWUSJ0S0OaX9Rnary0uXtQTgk4xeHLGDqclhah6YdOLEwjJdNVWm61QUJE6GOJcx3DkfFw6SLvoEQpua7R1uMK+75kDSXs/EKCIiIiIiIiIiFZISJyJyxu7r3xg/bwer9x9l5pZ4M3hs1cnqr8Dt9lxwp+jX1dH42jk0dhQ0I49se8r7XtelDq8Pb0O9iBokt73dDC5848T+G5t/N6/Nh6pM16mo1Rl8AnBivndeyBvBzYuDycl3me0h9aDB+YBtep2IiIiIiIiIiIiUEN29E5EzFhbkx8096wHw6oxt5Lvc0HKYKa2UtAf2zvdwhP/M7bYZvzqa5tZ+HLihcigERhTrGFd0qMX0e3vR8KJ7oVKIue7NE8zGvGzYPt28V5muU+PlA40uACCt5Uh+8x7M2gPJPDtpS9GcY8m5Nd9Bfq4HghQRERERERERkYpIiRMRKRG3n9eAqv7e7E7IYPzqaPCpDK2vMhvP8j4Uy/cmcSApkw4+B8xAZFuwrNM7mG8AdLvLvF/wulltozJdp+eiN+Danwm8/B3evbY9lgXjVhzgh+UFf06NB5kEV+YR2DbZs7GKiIiIiIiIiEiFocSJiJSIID9vxvRrBMBbs3aQmZsPHW80G7dNhbQ4D0b3z6ZsiAFgYEhBjBFtz+yAnW8Dv2A4sh22TjyuTNelKtNVHJWrQeOB4HByXuMaPDSgCQDPTNrEmgNHwekF7UeZuavO7uSciIiIiIiIiIiUH7qDJyIlZkTX2tSqWonDaTlmVUBYC4jqAu58WPudp8P7W4t3HQGgiXu3GShGf5OT8guGLneY9/NfLSrT1XzomR33HHdXnwZc2DKcPJfNrd+sYsmuIyZxYjlg30JI2OHpEEVEREREREREpAJQ4kRESoyvl5MxfRsC8OmCPWTnuY5rEv8tuF0ejO7kDiVnsS8xE39HHgGpu8zgma44AZM48QmEw1uKynTV6nTmxz2HWZbFa8Pb0CIyiMSMXK77YjlvrsjEbjTQTFj9tUfjExERERERERGRikGJExEpUZe3r0VEsB+H03IYv+qgKU9VqSqkHIBdczwd3l8cW20yOCwRy3ZB5RoQFHnmB/YPgc63Fn2uMl0lIsDXi1/u6M5VHaOwbXh3zk7+e6S72bjue8jL8myAIiIiIiIiIiJS7ukunoiUKB8vB3ec1wCAj+fvIdfyhTbXmo2rvvRgZCe3pCBxMqDKsf4mbU6/Mfz/6jYGvCub9y0uL5ljCpV8nPz3ita8fVVb/H2cfBpTj0OEQnZyUT+Zf+J2wYzHYfazYNulHK2IiIiIiIiIiJQ3SpyISIm7qlMUNQJ9OZScxe9rDxU1id/5B6TGeja449i2zeLdiQC0cuw1gyVRpuuYytVgxK8w7AuIUpmukja0XU2m3N2TJhFV+D6vLwCp054mJyXun3ec+x9Y9iEsegv2Ly6DSEVEREREREREpDxR4kRESpyft5PbetUH4MN5u8iv2gBqdwPbDevHeTi6IrsOp5OQloOvl4MaaVvN4Jk2hv9fdbpBqytK9phSqH6NAH67qzs57W9itzuCoNzD7Hj3crYcTDj5Dtunw8LXiz5f/E7ZBCoiIiIiIiIiIuWGEiciUiqu7VKbqv7e7EvMZOrGWGg30mxYO/asKY90rL9J9zoBOI5sM4MlueJEyoSft5P/G9aV2Iu+JB1/Wrk2s/bTO/hg7i7yXe6iiUl7YMLt5n3zS8FywM6ZEL/ZM4GLiIiIiIiIiMhZSYkTESkVlX29uLlnPQDe/3MX7maXgE8AJO2GA0s9HJ1xrEzXxWFJ4M4H/2oQXMvDUcnp6tm1O+7LPsONxXXO2Ryc/RHDP1nK3iMZkJsJP42CnBSo1Rku/xyaXWJ2XPyuZwMXEREREREREZGzihInIlJqRnWvS6CfFzsPpzNzVzq0uMxsWDvWs4EBLrfNsj0mcdLV76AZjGhbco3hxSOC2gzG6vcUAC94fYXj4HIufGc+u7++HeI3QuUacOU34OUDPe41O236BZIPYts2mw6lkJXr8uAViIiIiIiIiIiIpylxIiKlJsjPmxu71wXgvT93YbcbYTZs/g1y0jwXGLDpUApp2fkE+XkRmb3TDEa08WhMUjKsXg9C86F4Wy6+qPQut7t/oUHMJNw4SB38KQRFmok120O93uDO58jstxj+8VIGv7eIAW/PZ8XeJM9ehIiIiIiIiIiIeIwSJyJSqm7sUY/KPk42x6QyN6MuVG8MeZmwaYJH41q82/Q36Vq/Go7DW8xgWAsPRiQlxrJg6IcQ2oIq7qPc7/0rAK/mXcn5E9ws3FnUOD61/V0AVNo4lp37zcqjg0lZXPXpUl6auoXsvL9ZfZKRCCs/hx1/lO61iIhI+XF0P/z5EmQq+S4iIiIiUt4pcSIipapqZR9GdKsDwHtzd2O3LVh14uFyXUt2mTJdPRpUg8NbzaASJxWHT2W45geoVBWA1LoDmR1yDQlpOYz8YgUvTtnCV4v30vNXiy3uOlS2cnip1jJm3d+b4R1qYdvw2cK9DHlvERujU8wx3S7YNRt+vh7eaAJTH4RxVxd9/4iIyLlt7kuw4FWY8binIxERERERkTOkxImIlLpbetbH18vB2gPJrKoyACwnRK+AhO0eiSc7z8XKfeZp0N6hWZCbBg5vqNbQI/FIKalaF26YBhc8T9A1XzD57l6M6FobgM8X7eW5yVtIzXYxJXA4AIMzJ9EoxIvXhrfh81EdqR7gy87D6dz+4WSWffEQ9jutYeww2PI7uPPANwhsN8x+1mOXKCIiZ5EDS83rxvGQtMezsYiIiIiIyBlR4kRESl2NQF+u6hQFwLvLU6HxILPBQ6tO1hw4Sk6+m9BAX+q69hUE2QSc3h6JR0pRWHPTBN43kEo+Tl4c2orPR3WkWmUfqvp789JlLXnw/scguDZkHoF13wPQv3kYs25pyNdhPzHX+z66HvwMKyUa/IKh821w+0K4da5JAu6YAXsXevhCRUTEo9LiIPmAeW+7YOGbno1HRERERETOiBInIlImbutdHy+HxcKdR9gbdZkZXD8OXHllHsuxMl3dG1TDOtbfJLR5mcchntG/eRiLH+vH8if6c12XOji9vKH7GLNxyXtwdB9MuZ+qn3WiT8pEfK08Vrkbc2/eaJYNXQIXvQYRraF6Q+h4o9lv1v+B2+2xaxIREQ87uMK8+gWb1/XjIPmg5+IREREREZEzosSJiJSJWlX9uaRtJACv7omCyqGQkQA7Z5Z5LMcaw3dvWB0KG8MrcXIu8fN24uN13D+B7UZApRCTNHmnLaz6Ely5UKcnXD+Z8a0+Z6KrB3f/uo2EtJyi/c57FHwCIGYtbPmtrC9DRETOFgeXm9eWw6Beb3Dnw+K3AYhJzmLvkQzPxSYiIiIiIsWmxImIlJm7+jTAsmD6lkSSGg0zg2VcristO48NBc2+ezSsDvHHVpyoMfw5zacydLm94BPb3PS6YSrcOBXq9ebZS1vSKDSAhLQcHvh5HW63baYGhJpSYACzn4P8nJMevlSlRENGYtmfV0REikSvNK+1OkPvRwCw13zHe78voPercxn41gK2xaV6MEARERERESkOJU5EpMw0DA1kQPMwAD5N62YGd/wBafFlFsPyPUm43DZ1q/lTM8AJiTvNBq04kZ4PwEWvw01/wPWToW7Pwk2VfJx8cF17/LwdLNx5hI/m7y7ar9toCAiD5P1mpUpZSo2BD7rAh11VEkZExFPyc8zKQ4Cozth1epBYrT2WKwf/VR+S77bJdbl5edo2z8YpIiIiIiKnTIkTESlTd/VpCMBnW73JiehkGqiu/bbMzn9Cma4jO0wpDd9gCKpZZjHIWcrLBzrfCrW7nnRz47BAnr+kJQBvztrByn1JZoNPZej7hHk//1XISi6DYAus+RZy0yHjMPw0AvKyyu7cIiJixG4w5R39q7E1pzpXfbqc+2IHAHCd1xzeuCgSb6fF/B0JLNiR4OFgRURERETkVChxIiJlqk1UFXo2rI7LbTPZ50IzuPhdyDhSJuc/1hi+R4Pj+puENgPLKpPzS/k2vGMthraNxOW2uWfcWo5m5JoNbUdA9SaQlVRY077UufJN4gTAckLsOphyP9h22ZxfRESMaNMYPjqgFRe/t4gV+5JY6WxDfGAL/MhlWM5vjOxaF4D/TNuKy62f0yIiIiIiZzslTkSkzN3VtwEAT+1uSl5oa8hJhbn/KfXzJqTlsD0+DYBuDapB/GazQWW65BRZlsWLl7WiXvXKxKZk8/Av67FtG5xecMFzZtKyj0zfkdK2axakHjJN7a/9ySRP1o+D5Z+U/rlFRKRIQWP4cTHhuG0Y1CKcOQ/2JWzw/5ntKz7nnm4hBPl5sS0ujQlrok15xS0TIeWQBwMXEREREZG/o8SJiJS5bvWr0TaqCtn58HP1u8zg6q/g8NZSPe+iXaY8RovIIEIq+xy34kSJEzl1Ab5evH9tO3ycDmZvPcz41QVJksaDoE4PyM+GRW+XfiCrvjKvba+FRhfAgBfM5388AXsXlv75RUQEbBvXAZM4WeVqxMWtI/hoRHtqVqlk/l0IbwV5GVRZ/jrvN93IG94f0mNKX3i7Jfw8Cr4YABmJHr4IERERERH5X0qciEiZsyyL0X1Nr5OXN4eQ13gw2G7448lSPe+87SZxcl7jGmYgviBxEtaiVM8rFU+LyGAeGNAYgBcmbyE2JcuUe+txr5mwa1bpBpB8AHbONO873Gheu94Fra40fYPGX69m8SIiJ2PbsPEXiNtYIofLP3oAZ3oc+baDtGqt+O+w1ljHyn9aFvR+2Lxf+Rm9t73AMOciIknAjRN8gyA1Gn69CdyuEolHRERERERKRrETJwsWLGDIkCFERkZiWRa///77Cdvj4+O54YYbiIyMxN/fn0GDBrFz584T5mRnZzN69GiqVatGQEAAw4YNIz4+/oQ5Bw4c4OKLL8bf35/Q0FAefvhh8vPzi3+FInJWOr9pKE3CAknPyefHKreA0wd2z4GdpXPD2eW2Cxuy9mkSahp4pxasFAhtVirnlIrtlp71aBNVhbScfB77daMp2VW7mymZdXRfiScuVu8/yqsztjFlQwypS74EbKjXG6qbJCSWBUPegfDWkJkIP12nZvEiIv9r7Vj49Wb4clCJJE+mTJsIwDbq8u6o7gT4ep04oekQsxrR6QO1u7O9yR2MyH2czu4vSbx6Enj7w555MPelM45FRERERERKTrETJxkZGbRp04YPPvjgL9ts22bo0KHs2bOHiRMnsnbtWurUqUP//v3JyMgonHf//fczefJkxo8fz/z584mJieHyyy8v3O5yubj44ovJzc1lyZIlfPPNN3z99dc8/fTTp3mZInK2cTgs7uhTH4B31rjI73Sb2fDHk+DKK/HzbYhO5mhmHoF+XrSvXaWoLFhQTahUtcTPJxWfl9PBG8Nb4+PlYP6OBMaviga/IIhsaybsX1xi5zqcls1NX6/kw3m7ue+HlWQtN2W6Psvsw6cLdrP3SMG/sT7+cPX3pu9J7HqY/2qJxSAiUu5lJsGsgv9P5KbD91eeUY+RGZviOLptEQCVG3anYWjgXyc5HHDDVHgyDm6aTuOrXyGtZi+O5HrzxjovuOQ9M2/hG7Bt6mnHIiIiIiIiJavYiZMLL7yQF198kcsuu+wv23bu3MmyZcv46KOP6NSpE02aNOGjjz4iKyuLcePGAZCSksIXX3zBm2++Sb9+/ejQoQNfffUVS5YsYdmyZQDMnDmTLVu2MHbsWNq2bcuFF17ICy+8wAcffEBubu4ZXrKInC0Gt44kPMiPI+k5TA66DvyrwZHtsPrrEj/XsTJdvRpVx8vpgMMFjeHV30TOQMPQQB64oKBk15QtxCRnQd2eZmMJ9RmxbZunf99MSlYeUSGVuLH6NsKsZBLsIF7d35D/TNvGhe8sYPrGWLNDldpw0Wvm/eYJpiyNiIjAnOcgK4nM4EbkVG0MaTHww5WQnVrsQ+09ksHD49fTzmFW1tdr2/fvJ1sWOJwFby2evMisdP1xxQF2hg6ELneaeb/dAYm7ix2LiIiIiIiUvBLtcZKTkwOAn59f0QkcDnx9fVm0yDyNtXr1avLy8ujfv3/hnKZNm1K7dm2WLl0KwNKlS2nVqhVhYWGFcwYOHEhqaiqbN2/+23Onpqae8CEiZzdvp4ObetYF4MNlCdh9njAb5v4Hso6W6LnmHSvT1TjUDBT2N1HiRM7Mrb3q07agZNfjEzZi1+1lNuwrmcTJ1I2xzNgch5fD4uMRHXgyzDQhzmt1LQ9e2JIOdaqSnefmzu/X8NG83aZkWONBpizM0X2QsL1E4hARKdeiV8HqbwC4/vA19IsdTbIjBOI3Yf88qlirXTNy8rnju9Xk5mTS0rHfDNbqdMr7d64XwsAWYbht+O+MbTDgBYjqCjmp8NMIyM3494OIeNLCN+G7y03pWxEREZEKqkQTJ8cSII8//jhHjx4lNzeX//73v0RHRxMba56EjYuLw8fHhypVqpywb1hYGHFxcYVzjk+aHNt+bNvJvPzyywQHBxd+REVFleSliUgpubpzbQJ8vdh5OJ35gRdBjWaQlQQLXi+xcySm57AhOhmA85oUNIY/XJA4CVVjeDkzTofF68PbFJbs+u1IlOlzkrzfNHE/A4npOTwz0TwwcFefBrTwS4LdfwIQ2e8O7jivAT/d1pUbutcFzA24R3/dQK7T3/Q/Adgx/YxiEBEp99wumPoAYDPd2YeVdlMOUYMRWQ+Qafti7ZnL/m9uJT//3xu0Z+e5uPXbVWyPT6NX5YN44YKAcLParxgeHdQUhwWztx5mU1wmXPkNBISZ308m36vVgnL2ysuG+f81vQlXfenpaERERERKTYkmTry9vZkwYQI7duwgJCQEf39/5s6dy4UXXojDUaKn+ovHH3+clJSUwo+DB0u2Ka+IlI4gP2+u6WwSnZ8uOgADXzQbln9yxjedj1m48wi2Dc0igggL8jM3I7TiREpQw9AAHiwo2fXMjP3khrUxG/YtOqPjPjt5C4kZuTQJC2RMv0aw5hvAhgb9IKQeYHqtPHtJC567pAUOC35eFc31X64gq94Ac5DtM84oBhGRcm/VlxC7nmyvQP4v4yoigv2YdX9vOnbrx4Pue3HZFnUO/MZXr4zmz23xf3uYPJebMT+sZcnuRCr7OHm+XcHKkKhOphxXMdSvEcCQNpEAfDhvFwSGw/CvweEFG8fDpl9P92pFStfBZZCfbd6v/LxUehOKiIiInA1KPJvRoUMH1q1bR3JyMrGxscyYMYPExETq1zdNoMPDw8nNzSU5OfmE/eLj4wkPDy+cEx8f/5ftx7adjK+vL0FBQSd8iEj5cEOPejgdFkt2J7KpUieo3Q3cebB1Sokcf972wwD0ObbaJPUQ5KSYVQHVG5fIOURu6VWfdrVNya652QXfV2eQOPljcxyT18fgdFi8Nrw1PuTD2rFmY4cb/zL/+u51+eL6TlT2cbJ0TyI3LgkxG6JXQEbiacchIlKupR+GOS8A8GrucI4QzOMXNaNRWCDPXtKC/zz2MAsaPgrArfnj+P3bd3lxyhZy890nHMbttnl4/Hpmb43Hx8vB59d3IjJto9kY1eW0QhvdtyEA0zfFsTM+Dep0hx73mY3rvj+tY4r8q+mPwsu14fsrYfmnxe+rU7DyFTC/U2+dVLLxiYiIiJwlSm0ZSHBwMDVq1GDnzp2sWrWKSy+9FDCJFW9vb+bMmVM4d/v27Rw4cIBu3boB0K1bNzZu3Mjhw4cL58yaNYugoCCaN9fT4SIVTc0qlRjcOgKAzxbugWZDzIadf5zxsd1umwU7jwBwXuOCxMmx1SbVG4GX7xmfQwRMya5XLm+NZcH3h+uYwdPsc5KcmctTv28C4Lbe9WldqwpsnwoZCaaUS5MLT7pf36ah/HJndyKD/ViW6M9BnwZgu2HnzNOKQ0Sk3Jv5f5CTwgG/xnyd249OdasypOB3DoCqlX3oO/Jx8rveDcB/vT9l0eL5XPHxEvYnmhUltm3zzKTN/L4uBi+HxUfXtadb/RCTmAao1fm0QmscFsigFuHYNnw4r+Dmddtrzeue+ZBx5PSuWeTv5GXD6q/NA0Q7/4DpD8N77eGdtjD1IYjd8O/HOJY4CS34f/myj0srWhERERGPKnbiJD09nXXr1rFu3ToA9u7dy7p16zhwwJTUGT9+PPPmzWPPnj1MnDiRCy64gKFDhzJggCkZEhwczM0338wDDzzA3LlzWb16NTfeeCPdunWja9euAAwYMIDmzZszcuRI1q9fzx9//MFTTz3F6NGj8fXVTU6RiujWXmZV2pQNscSHn2cG9y2G7NQzOu6GQykkZeQS6OtFhzpVzeBh0zOi8D98IiWkSXggQ1pHssrdBBcOU27u6P5iH+f5KVtISMuhQY3K3Ht+I3C7YekHZmP7UeD0/tt9m0UE8fVN5ibexKzWZlB9Tk5u5efmyVv3v/c1EJFyaN8i2PAjNhZjUkZiWw6eGdIC6yRltbwGPAcN+lHJyuVT37fYFx3Dxe8uYtL6GF77YzvfLduPZcEbV7bh/GZhcHSvSWY7fSCizWmHOKafWXUycd0hk6ip1gDCW4Pt0pP8UvKiV5gyW5VDof9zULcXOLzN9/PKz2DssH8uvZWeAHEFK62GfW72jV4B0avLJn4RERGRMlTsxMmqVato164d7dq1A+CBBx6gXbt2PP300wDExsYycuRImjZtyj333MPIkSMZN27cCcd46623GDx4MMOGDaN3796Eh4czYcKEwu1Op5MpU6bgdDrp1q0bI0aMYNSoUTz//PNncq0ichZrWTOY7g2q4XLbfL7FASENTLmuPXPP6LjHynT1aFgdb2fBjzz1N5FSdG//RmRbfqx3m2Rgcct1zdt+mAlrDmFZ8OoVbfDzdsLqryB6JXhXho43/esxGocF0rFOVWbmtzcDu+ZAfk5xL6Vi2zAepj4Iyz8+458zInKWmvUMANN9L2SD3YCrOkbRsmbwyec6nDDsCwiuTW3i+TL4czJycrln3NrC1SAvDW3FpW1rmvkHV5rXiDbg7XfaIbasGUzfJjVw2/DRsVUnLS83r5sm/P2OIqdj7wLzWr8P9LwPbpgCj+6Fq8dBpRDIOAx75//9/nvmmdfwVhDWAloOM58v/6gUgxYRERHxjGInTvr06YNt23/5+PrrrwG45557OHjwILm5uezfv58XXngBHx+fE47h5+fHBx98QFJSEhkZGUyYMOEvvUvq1KnDtGnTyMzMJCEhgddffx0vL6/Tv1IROesdW3UybsVBchpcYAZ3nFm5rnnbE4Dj+psAHC5InIS2OKNji5xMgxoBDG1Xk6XugsRcMRIn2XkunplkVkTd2L2eWSWVGguznzUTzn8agiJP6VhXdYpio12PRKsq5KafcaP6CiV2A0y6u+jzYzeCRKTicLshdj0AL6deQKCvFw8NbPLP+/iHwFXfgtOXjjnLGdt4UWHP98cvbMq1XWoXzT243LyeZn+T443p1wiAX9dEcyg5C1pcZjbsXwxpf9+sXqTQ7j+LVoIUOJScxXOTNzNtYyz5roKePccSJ/V6F030DYSmFxV932381RwyIZ03Z27n6k+X8ue2+KLzADToZ1673mFeN/9mfl8RERERqUBKrceJiEhxnde4Bo1CA0jPyWdWXlszuOMPc/PjNCRl5LI+Otkc+1jixJUHCdvNe604kVJy7/mNWGGbxFzO7n94cvN/fLpgD/sTMwkL8uWBAQUN5qc/AjmpULMDdL71lI91cesIAnx9mFn4d2nGKe9boWUmwU/XQX6W6RcDsHueR0MSkVKQkQDuPNxYxNrVuLd/I6oHnELJ38h2cPEbAPQ48AlzL3Xx9Y2duP28BifOK+xv0umMQ+1QpyrdG1Qjz2Xz6fzdULWu+Zlvu2HLxDM+vlRwR/ebElvfXAL5uQBk5ORz41cr+GrxPu76fg29X53LZ7PXYx8qKKl1fOLkmFZXAJC7aRJXvPcn578xn3f/3MWyPUnc8s0qxi3fX7RCs35f8xrZDmp3A3c+rPqitK9UREREpEwpcSIiZw2HwypcdfLK5qrYvoGQeQRi1pzW8RbuTMC2oWl4IBHBlcxg4i5TAswnAIJr//MBRE5TnWqVqdOmD3m2E9/0Q3B037/uczApkw/m7gLgyYubE+DrBdummhr3Di8Y8q4pJXOK/H28uKRtJHPcBeW6ts8A2z6dy6k4XPkw/gbTe6ZqPbhhqhmP32jqtotIxZEaDUC8XZXaNYIZ1a3uqe/bfiS0vx6wqTv/HvqEZpnx3Ew4shN2zYb4gn5pUafXGP5/Het1Mm7lQQ6nZheVQNqscl3yL+I3myRbVhLsnY9t2zw0fj074tOpVtmHapV9iEnJZvGfU7Dc+SR6RzDvcCUmrjvEZwv28NLULdwzbi1XTHUTa4fg40qnWuwCnA6Lvk1qcHGrCNw2fPn7DEiLxfbyM8mSY7oUrDpZ9aVpPi8iIiJSQaj2lYicVS5tF8lrM7cTnZbD7qiuNEyYZZ6Ur9Wx2Mc6VqbrvOPLdB270RHaDBzKHUvpue2C1mzcVJ/21k52rZhBw4F3/HVSXrZJiji9eH7KFnLy3XSrX40hrSMgOxWmPmTmdb8bwlsWO4arO9Vm+PKWZNve+KUcMGXqws7hEnVznjW1270rw9U/QPVGENbKJE72zi982lZEyr/8o9F4AbF2CE9d3Awfr2L+m3/Ra6b0Ucwa+PQ8M5Z19MQ5wVGnXD7x33SrX40Odaqyev9RPlu4hyd7DoU/noADSyHlEATXLJHzSAWUuKvo/Zbf+TC6HtM3xeHjdPDZ9R1pHhHElA2xWLN+gWyYldWEx75aedJDTfbqxm1eU3ksahMvjXyc6gG+2LZNg1mVyZg/DYCdfq2p7/ApupHQdLD5u5ByEDaON4lHERERkQpAdw1F5Kzi6+Xk0UFNAfg0ztT8/scSQ7mZsG4c5KSfMOx22yzYUdDfpHFo0YbC/iYq0yWlq1ZVf1IjugJwaO0s7P9d7XFkF7zTGt5ozK7fXmDxlv14OSyev7QFlmXBnOchLcasjDjv0dOKoWXNIOpH1GCxuyDpsn36mVxS+bbxF1jynnk/9MOiUn0N+phXNYgXqVBiD+4EIMFR48TfA06Vly9c9R34VzMJk2NJE58AqN7E9Hi46LUSi9eyrMJVJ2OXHSDJq0bRU/1bfi+x80gFdFziJHfzFN6aaX7Xff7SFrSvXRU/bydXdKjF5VV3A5BdqwcNQwPoWj+ES9pEcmuvejx1cTPeubotg681/b/qJS6iurcp+2VZFg8MaMJNEfsA+PloI+4Yu5qsXJc5qdOrqJTo8o+1ulVEREQqDK04EZGzzrD2NZm0PobZO1rjdlo44jZCaszJn+qcfC9s/Bl2zoThXxUObzyUQmJGLgG+XnSsW7VofnxB4uRcfupeykzrHkNgwnc0zFrLop0J9Dp28y49Ab4fBumm2WrD9a+zyDeA9VEjaVSlFxxcASs/N3OHvA3elU7r/JZlcXXnKOZMac/5zrXYO2Zg9X6oBK6snInfAhPHmPc974cWQ4u21e9jEiq755mbPcc6QYtIuZZ4aA9RgCO4Jg7Haf69Dq4Fty+Aw9vM7yBBkeAXXGo/J/o0rkHLmkFsOpTK10v28UCLy82Kk00ToNvoUjmnVACJuwvf+uQm09naSv0uF3F15+NK0mYmYcVuAOCG60ZxQ2D4yY9lR0JIfUjaYx62aH2lGc/PoWay6Y+y3GrDxq2HueazZbxzdVvqVKsM7UfBvFcgfhPsWwT1epXKpYqIiIiUJa04EZGzjmVZ/OeyluT4VGWdu6AZ644//jpx3yKTNAFTA/xgUdmB+QWrTXo0rIa387gfdYePlerSihMpfSFNe+LCSU0rkbEzFuB225CbAeOuMn1PqtRhTsMn2OMOJ8RKp2/0R/B2K/jlJsCGtteZG/tn4NK2NVlodTCfRK86N3t5rP7KNIOv3wf6/V/h8O6EdNY6moPTx/RDOL7ciYiUazmJBwEIDq9/ZgcKrgWN+ptVapWqlGpy1bIs7ihoQv/9sv1kNx4MlgMOrTINwEVOpuDfrp2OegDcELyOpwf/zwNC+xcDtlkt9XdJEzDf3y0LylZu+rVo/MAy8+9oQBjP3HwFwZW8WXcwmYFvL+Dj+bvJ9wmGNlebucs+LKELO31/WeX7T1Z+AbOeBrer9AISERGRckmJExE5K9Wq6s+jFzZljss0ts7aPO3ECa48mPawee8bZF5nPgm2jW3b/LE5DoDzji/PkZNmmkKDVpxI2fCpjCvSfA8HxS+n60sz2fTecDi0GrdfVWKHjOWuba25IPc11nT4L4Q0MOVgUg6Cf3UY8OIZhxBcyZtOrVqw0V0XCxt2niQJWdEdexq35TBwOMlzuXl79g4GvLWAyz9bS2qNgsTSnnkeC1FESk5OvgufzFgAatVt6OFoimdQi3BqVqlEYkYuE3flQ50eZsPm3zwbmJydctIg3fzO+3b2EAD6WyvxcfxP4mDvAvNar/e/H7PlMPO6aw5kJpn3x8pZ1u9Lx3rVmDSmB90bVCM7z80r07dxyfuL2VF3BGDB9mlwaM0ZXtjp2x5zlOdffIqH3v+e3Qnp/zz50BqY+gAsfgd2zS6bAEVERKTcUOJERM5aI7rUIT7cNGR17JuPnZtZtHHl56ZfSaWqcNMM8PaHg8thy0R+WR3N5phU/Lwd9G9+XOJk5RfmNTAS/EPK8ErkXObTwHwP9/bayuicz2iZtpgc25ur0+7lkh8Pk5PvpkuDUNoNvh1Gr4DLPoVGA+GKL0rs+/SqTlHMdpnkQP7WqSVyzHLl6F7zWrUeuw6nM+yjJbw9eycut41tw5zcgkTqbvU5EakI1h1IJoIjAEREla/EiZfTwQ3d6wLwxaK92C0uNxs2T/BcUHL2KngwIMEOYp7VmXyfIByZCeZ34uMVJ3ES2hTCWoI7D7ZOMmO7/zSvDfoBUKdaZb6/pQuvXdGa4ErebIlNZdD3cWyoNtDMm/PcmV7ZacnMyWPrV3fxjOt9nk54iBvemchnC/bgcp9kBYptw4zHij5fP67sAhUREZFyQYkTETlrORwWd151KbF2CL52Dotn/242pMXD3P+Y9+c/Y1aPdDfNLF0zn+G1qaaG8339GxMa6Gfm7ZlX9J+4c7HHg3hO3Z4ADHYu5XqvWdhYvFzpfla4GpOQlnNiQ3inF7S5Cq77+YxLdB2vc70QtgUVPLW8ey7kZZfYsc96rvzClWY/7/Hi4ncXsiE6hSA/Lx4e2ASAr+Lqmrn7Fpr5IlKuLdsZTyjJAFjBtTwbzGm4qnMUlX2c7IhPZ6lvD7CcELv+hF4WHpNxBNLiPB2FHFNQpmuvHUGPJhF4NRtsxrdMLJqTFg8J2wCr8HeSf3Vs1cmmX82feex68/lxv5tYlsXwjlHMefA8LmkTiduGu2IuJA8v83u3Bx5GmPXlswzNM6vUg6xMnrE+46VpWxj+8ZK/rj7Z9KtJMDm8zefbpkFWctkGLCIiImc1JU5E5KzWIDSQpJrm6bZDK37jcFo2zH4GclIhsp1pRgnQ/R4ICMOZso8huVNpGh7IzT1NrWeSD5qeEbbb9IzoeJOHrkbOSVGdweGN5TY35K0BL/LsY08y/+E+vDC0JV/f2JmGoYGlGoJlWbTvch6xdgherixY/nGpnu+skhoN7nxy8ebRWUfIyXfTq1F1Zt5/HqP7NqRvkxpsctcl0xlofq7EeK68iIiUjO27duCwbFyWN1Su4elwii3Iz5vhHaMA+GRVCtQ3Kxc9vurElQ8f94J32xfdSBfPKkim7XVH0KNhdWh+iRnfOhncbvN+30LzGt7q1FeyHkuc7F0IG34y78NaQmDYX6ZWD/Dl3Wva8dWNnUjzi2Rs/vlmw+xnzaqOMrJ48lcMifsAgLgmI7Ed3vR3ruVK3+WsOZDMRe8s5LMFe4r6zc162ux43qOm96Er58SEk4iIiJzzlDgRkbNe096mSWVPezWffvdDwVJ6Cy56AxxOM8k3gN0t7wPgHq/feOXCWqYpfF42/DwSMhMhog1c/EapNnYV+QufylCnu3nf+XboNhowZS5Gdq1Dz0bVyySMyztE8b7LlHyx5zx37pSlSjJlug64a+Dr7cULl7bg25s6Ex5sVqPd2qs+bhwsyG9u5qvPiUi5lpXrIil2DwDuwEhwlM//7tzUox6WBfN3JBAfdZEZ3OThPieJuyAtBvIyYNy1kJ7g2XgEV8IOAPba4fRoWA3q9wWfAEg9BIdWm0l755vXUynTdUzVOlCrE2DD3JfNWIO+/7hL3yahPDOkOe/nDyXd9oPYdbDl92Jdz+k6sGEB7Vc9gsOy2RBxBeFXv4d13qMAvFLpOy6u7yQn381L07by0rStpqdJ6iGoUhu6jylqbL/+xzKJV0RERMqH8vk/CRE5pzgb9MHt9KOmlcjN8S8AkN36OqjVoXBOTr6L2zc2Yau7NsFWJm33fmY2THsIYtaaXihXfgfelTxxCXKuG/oRXPU9DHrZY4m7GoG+pDS7lp/y+2DZbvjlRji6zyOxlKX0uJ0A7LfD+ObGzozsVteURSvQrUE1mkcEMT+/pRk4VxJKIhXUqv1JhLpNfxOvquWvTNcxtav5M6C5ebr/48PNTTmhw5s9W67r8Oai96nR5sGU/FzPxSNkxm4HIKlSbRrUCABvP2hc0Gdka8HqicL+JucV7+AtzYNL5KaZ1/r/nDgBuKxdTVo2bsjnLpPss+e8AK684p23mLIO7ybwtxFUsnJZ59eZFjd/bH7X6nkfhLfCkX2U96v8wAuXmn5mMxatwLXwbbPzgBfN/w1aXQmWAw4sKXzgQkRERESJExE5+3lXwlFQpiLCSiLZrsxVuwaw90hG4ZSP5+1hV2I273vfYAZWfAazn4O13wEWDPvCPD0n4gnBNaHZ4KIVUh4yul8jns6/gfXu+pB1FH4aAbmZHo2ptO3YtgmAjMpRdK731xIllmVxa+96LHKbxIkdvQJy0so0RhEpOUt3JxJpJQLls7/J8W7uWR+AHzakklezkxn05Kq4+C3mtW4v8A2CA0th+sNlWo5JjmPb+KSY1VXVajcveiig+aXmdcskOLrfPCRhOaFOt+Idv8VlJpkA4PQtWj37DyzL4qXLWvK94xIS7UCspN2wdmzxzlscWUdJ/eIyqtopbKcetW79EadXQc8Spzdc+iE4vLC2TGRk0Dpu612fx73H4XTnkFWzOzQrKG0WFFHUv2XDz6UXr4iIiJQrSpyISPlw7Ok54DPvEaxP8uLyDxezal8SexLS+WCuaY456JJroOEF4M6DRW+aHc7/P2h4vieiFjmrNIsIonfzKO7IvZ80ZxWI2wiT762wN71cbpuUQ6aMSVT9ZiesNDne4NaR5AXWYb871PSi2b+kLMMUkRK0ZHciEQWJE8p54qRT3aq0rhVMTr6bVY7WZtCTiZPDBYmTpoPNAylYsPprWPm552I6l2Uk4OvKwG1bNG7aumi8YX/wqgTJ+2Hp+2asZgfwLWY/tcCwombydbqd8qrtWlX9ufvCdryfPxQA19xXSu0hjdivrycsZz+xdghpl4+lerVqJ06IaA097zfvpz3EI3V2Mti5DJdt8VDq1WTnu4vmtrnGvK4fV2F/LxIREZHiUeJERMqHZkOgUgjU6cn1dz9D61rBHM3M49rPl3P7d6vJdbk5r3ENBreOgAEvFD0h13Qw9HzAs7GLnEXu6deIWKpxW/bd2JYTNv4Myz7ydFil4s9thwnNjwGgRcu2fzvP2+ngxh51WXxs1cnuP8siPBEpYWnZeWw8lEKklWQGgmp6NqAzZFkWN/esB8An0QWrZvcuALfLMwHFF5TqCmsOjQdA/2fM5zMeM03EpUylH9oGwCG7Ot2aHPe97lMZGvU371d+YV6L09/keD0fgIBw6HJHsXYb0aUOW2teQbRdHWdGHPbyT07v/P9g66o5RMTPJ9d28me7d+nYuuXJJ/Z+GGo0hYwEvMaPAuA3R3+mJlTnuclbiuY1vdj0hzm6Fw6uKPF4RUREpPxR4kREyoeAUHhoB4yaSGhwZX68rSsXNA8jN9/NzsPp+Hk7eHFoS/NEeWgzGPRfaH2V6S2hZvAihVrVCqZPkxosdTVjUvgYMzjzqaIa6BXIt0v2Uts6DIBPjQb/OPfqzrVZ6WgDQOa2OaUem4iUvJX7knC5bep6FyROyvmKE4CLWkUQHuTHwoxa5HkFQHYyxK4v+0By0swKBoBQ0yuCHvdBq+HgzoefR50TfbPOJnt3mO+DWO9ahAf7nbix+VDzahck2U43cdKgLzy0HZpcWKzdHA6Ll4Z35F33lQDkLXjTlAgtIXsS0jk05b8ArAjsz9WXDP77yV6+pmSX5QBs8A2m1uUvYlkwbsUBflsbbeb5VC4qc7Z+XInFKiIiIuWXEiciUn44vcHpBYC/jxcfj+jAzT3r4eN08ORFzYgK8S+a2+U2uPxT8AvyULAiZ6+7+zUC4MH9XchoeoW5sTL+Bkg+6NnAStCehHQ279pLoJWFjQVV/rnHUXAlbyLaDcRtW1RO2QmpsWUUqYiUlKW7TYmuirLiBMyKuOu718WFk5VWwRP1nijXddisbnBXDiPDK9iMWRZc8h5EtoOsJJh0d9nHdQ5LPrgVAHfISR4MaDQAnD7mvdMXojqXYWRGgxoB1O17A9vcUfjkpeL6uDes+e6Mm8UnpOXwxBcT6WebVSEdrnkap+NfHpKq1QF6PWTeX/AsXVs15Z6C34WemLCJHfEFvc3aXG1eN0+AvOwzilNERETKPyVORKTccjos/m9wczY9N5CR3ep6OhyRcqNDnar0aFiNfDe86n0nhLeGzETTLD4vy9PhlYixyw5Qx4oHwAqKBG+/f9kDrjmvDZtsUxYnZu30Uo1PRErekt2J+JFDZVeKGagAK04Aru1cm0reTmZkNjEDHkmcmDJdq7LC6fjibL5evBe32zZ9L4Z/Aw4vs3IxelXZx3aOspJMf7/gWs3+utEvCBr0M++jOp9yf5KSdut5jfgk+F4S7GCcKQdg0hh4v6NpGH8aCZTM3Hxu/mYlg9N/xWHZ5NTrT6Waf1Oi63/1fQIe3g0dbwLgnvMb0bNhdbLyXNw5djXZeS6o0xOCakF2CuyYUez4REREpGJR4kREyj0fL/0oEymuY6tOxq1J4PDFX5oeQrHrYMoD5b4pamZuPuNXH6R2QeKEqvVOab+oEH9iq3cFIGaNbpiIlCfJmblsiU0l4thqE58A8Av2bFAlJNjfmwEtwgr7MHFgWdknueNNL4j1uTXJynPx7OQtXP3pMvYeyYCqdUx5VICFb5ZtXOeo2JQsQnNNianajVqffFL3u01/ks63lWFkJ/J2Ohg1/Ap65bzNS/nXkV+puinpNnE0vN8JNv5yysfKd7m5+4e1HIo+wBVepryo73n3n3owlgWVqxd+6nRYvH11W0IDfdmdkMEn8/eAwwFtCr6X1/946scWERGRCkl3G0VERM5BXetXo3PdEHJdbj5cmwvDvzb1v9f/ACs/93R4Z2TiuhjSsvNpXbmgnnpI3VPet26nIQA0TlmEOzutFKITkdKwbE8Stg2dqmaYgaCaFarH2aVtI9ltRxJPCLhyTPKkDKUeMP00tttR3NKzHv4+TlbsS+LCdxbw+cI9uLrfC1iwfSoc3lqmsZ2LFu88XLiqsnJEk5NPqtvT9CdpfkkZRvZX7WpX5fzWdfks/2LuCPkCLngB/KubJuy/3gw7Zv7rMWzb5ulJm5mz7TA3+szGjzyIbA91epxRbNUDfHl6SHMAPpy3i4NJmdC6oFzXrlmQnnBGxxcREZHyTYkTERGRc9Td5zcETHPUwzW6wAXPmw0zHoP9SzwY2emzbZtvl5oGxr2qFSQ+TnHFCUD9TgPYZ0cQRAZHFn1ZGiGKSClYuvsIAN2qF/QlCC7//U2O16tRDar6+7DQVfZ9TvLyXdjxplRX7aadeGpwc/64rzc9GlYjO8/Ni1O3MvyXI2Q2KGggvujtMovtXLVt6xZ8rXzyLZ9yUZLu0YFN8XZazN6dwYIa18B9G6DtdWbjzCf/sWzX0YxcHhy/nh+WH6CSlcNtfnPMhh73lEhy9OJWEXSrX42cfDcvTd0KNRpDzQ7gzodNv57x8UVERKT8UuJERETkHNWzYXXaRlUhJ9/N5wv3Qrcx0HKYuVnw8yhIOeTpEItt9f6jbI1NxdfLQX3nYTMYcuqJE28vL+ZUGQZApTWfgttVGmGKSAlbusc0hm8ZUJAwLQc3k4vD2+ngolYRLCpMnMwts3P/MGclwXYaLhyMHDIAMKUNx97chf9c1ooAXy/WHEjm0fj+ZoeN4+Ho/jKL71xj2zaH920CIDeoDjicHo7o39Wu5s/IrnUB+M+0rbi8/GHQy+BfDY7sgFV/fVDBtm1+WxvN+W/OZ8KaQ1gWfN12Bz65yVC1LjQrmZU0lmXx7CUtcDosZmyOY9HOI9DmGrNx488lcg4REREpn5Q4EREROUdZlsU9BatOvl26j/i0HLjkPQhrCRkJ8PNIyM/xcJTFc2y1yaVtI/FKOWAGi7HiBCCtyZUctQMIzIyGbVNLOkQRKWEJaTnsiE8HoLZXQYm+oIqVOAG4tG1NFrtbAGDHboCMxFI/58GkTBYumgdAZuU6VK1S1DfGsiyu7VKbGff1IsjPi8lHwomr3g1sFyx5r9RjO1ftTkinavZBAHzD/6ZM11no7n4NCfTzYltcGhPWRJseRH2fNBvnvQyZSYVzDyRmMurLFdz/03qSMnJpHBbAL7d1pkvsD2ZCtzElmjBqEh7IyK51AHh28mbymgw2Gw6tVrkuERGRc5gSJyIiIuewvk1C6VCnKtl5bt6cuQN8KsNVY8GvirlhsPANT4d4yo6k5zB9UywA13cKg/Q4s6EYK04A2tSPYKyr4Mnppe+XZIgiUgqWFaw2aRYRhG9GjBmsYKW6ADrWqYp3cATb3FFY2LBvQamez7Ztnp64iXpuk5AOqHPyJuS1qvozpp9Jwj+fPNAMrv0O0g+XanznqkU7j1DPMv/WOas39HA0p65qZR/G9DXxvjFzB1m5Lmh/PdRoBllHYf6r5Oa7+Xj+bga8PZ+FO4/g4+Xg4YFNmHJ3LzpkLITk/WaVyrEyXyXo/gsaU62yD7sOp/PNhiwIb2U27P6zxM8lIiIi5YMSJyIiIucwy7J44qKmAIxffZDtcWkm0XDhq2bC+nFg2x6M8NT9vvYQeS6bNlFVaOFX8OSqXzBUqlqs47SvXZVv8weQY3vBweVwcGUpRCsiJWXhTvNEePcG1YpKDAZVvMSJw2ExpG0ki91l0+dk+qY45m5PoLkzGgArtMXfzh3VrS61qlZiWnoj4gJbQn42LPuwVOM7Vy3enUj9gsQJ1cpP4gTg+u51qVmlEnGp2Xy5eC84vWDQfwBwr/iMW9/6gVembyM7z023+tX4477ejO7bEB+nBUveNQfpdCv4+Jd4bMGVvHlkkFnB8/bsnWTU7ms27Jpd4ucSERGR8kGJExERkXNchzohXNgyHLcNL0/fagabDQZvf0g+ADFrPRvgKbBtm/GrzM294R1qwdG9ZkMxy3QBBPt7UyW0FhNdPcyAVp2InLGUzDxGfbmCN2duL9Hjut02f24ziZO+jWtAakHiJDiqRM9ztrikTSSLChIn7t3zSu08adl5PDfZNITvHhhvBsOa/+18P28nDw9sAli8mDLIDK78ArJTSi3Gc1G+y82y3YnUd5TPxEnR9wl8NG83iek5HKzalQ3+XXDY+YxM/ZzqAT68PrwNP9zahXrVK5sdt04yv4t4VYLOt5ZafMM7RNGmVjDpOfl8HV/wtd09B9zuUjtniUo/XC7704mIiJytlDgRERERHhnUFC+HxbztCSzedcSU7GpkmgCz+TfPBncKNseksj0+DR8vB0NaR0JSQeKkmGW6julYtypfuC40n2ydBEf3lUygIueoV2ZsZcGOBN6fu4u4lOwSO+766GSOpOcQ6OtF50gvyDW9TgiKLLFznE2aRwRxpFoH8mwnjuR9RT/r/tcZ3uh9/89dxKfm0KCaH6HZ+8xg6N8nTgCGtI6kTa1gpua2Jd63LuSkwsrPzygOOdHGQynk5mQSaRX0tylniRMwyb+WNYNIz8nnxq9X0v/N+dx/9ArybCf9nWuZfzlc0aEWlmVB4m74aQT8PMrs3G4EVK5earE5HKZRPMBb26vg8g6EzESIPfsfICEvCz7pDe+1h72lW8ZPRETkXKHEiYiIiFCvemVGFDRG/c+0rbjdNrQYajZu+f2sL9f1y2qz2mRA8zCC/b3PaMUJmHJd2+3arPNpD7Ybln1cUqGKnHNW7E1i3ArTzNptw69rokvs2LO3mtUQvZvUwCe94EnrSiGlUsrnbGBZFgPaNmStXXDDfO/8Eye48mDK/fDfOnBg+WmdIzffzc+rzJ/X870qYblyzArEf/l56nBYPHFRM2wcvJpxkRlc9pG5oSslYvGuI9Sx4nFgg29wqSYRSovDYfHEhc0A2BCdQk6+m7D6rUlvfT0Alec9DRlHYMbj8EEX2DoZLAd0vAkueK7U42tXuyrDO9QiHy+WWwV9TnaWg3JdWyZBWqwpkzfuGohe5emIREREyj0lTkRERASAe85vRKCvF5tjUvl93SGz4qQclOvKzXczcZ25YXpFh1pm8AxXnHSoY/qivJN1XKPjrOQzCVPknJSb7+aJ3zYCEBVSCTCJTruEkrFztpoG5P2bhR5Xpqvi9Tc53iVtI1nsMuW6srfPKdqQdRTGXg6rvjSrPbZNPq3j/7ntMEcz8wgN9KVrQEGZrhpNwfHv/3XsUr8aFzQPY2J+V454hUFGQrlYtVheLN6VWNgYnmoNwLI8G9Bp6t6wOqO61aFpeCAfXtee72/pQtUL/w/8qsDhLfBmc9Mjx50HDS+AO5fA4LfMatgy8MigpgT6ejExo6Cvz65ZZXLeM7LmG/PqF2xW3o0dBnGbPBuTiIhIOafEiYiIiAAQUtmHO/s2AOD1P7aTbfkVleva8rvnAvsXx27yhQX50qtRDTN4hitO6lWvTEhlH+bmtSSrahNzE+LYTQkROWWfzN/NrsPpVA/w4cfbuuHv42TvkQxW7T96xsc+mJTJtrg0nA6Lvk1CIaVgJUsF7W9yTJ1qlYmv0dV8sneBKcuVtAc+v+DEEj2nedN0QsGKoMva1cR5eIsZ/If+Jv/rsQubYju8+T67oE/Ujj9OKw45UVaui9X7j1LfijMD1Rt5NqAz9PylLZlxX28uahVhynL5h0Cfx81GV44pDTfiVxjxC4Q2K9PYagT6cvf5DZnvag2AfWg1ZCaVaQzFcmQX7F9sVubcMgdqdYbsZPjuMrNNRERETosSJyIiIlLoph71iAz2IyYlm68W7ysq17X5t7O2XNexMl2XtauF02GBK9+skoHTXnFiWRbta1cFLFaEX2MGl39iyuCIyCnZk5DOe3PNTbv/G9ycmkG+DG4ZBsD4glJQZ2JOQZmuDnWqUsXfp2jFSVDFXnEC0LRDH9JtP/zykk0fkc/7Q+JOc+1D3jGT4oufOEnKyGXudrOK5/L2tczT/wChLU75GA1qBHBt59rMc7UBwN4z1/xcljOyan8SuS43LXzNn0957G/yrzrdAv2fg0s/hNsXQsP+Hgvlhu71qFS9NtvcUVi2G3b/6bFY/lXBgx259fuTVKkOXDcewltBxmH49lJIPvOftyIiIuciJU5ERESkkJ+3kwcHNAHgw7m7SIrsA16VztpyXQlpOYU3+a7oUHCzNDUa3Png9IXA028Qfaxc1y+5XSEgzNyU3TLxjGMWORfYts2Tv20iN99Nr0bVuSQiBd5ozCvbBjDX534u33gXeb/eAXNfhjXfwe65phF03qk3jp+zzfzdv6CZScYUrTip+ImTi9rWZrm74Cn86Q+bBtYRbeHWP6HVcMAyZbLS4ot13EnrDpHnsmlZM4gm4YEQv9lsKMaKE4B7+zdit08TjtoBWNkpEL2yWPvLXy3adQSAFn4JZqBaAw9GU0qcXtDzPmh3nXnvQT5eDp68qBnz3WbVSfrms3PlVE5OFjmrxwIwZlsrev33T5bFumDEb1Ctkfmd6NtLiv2zQERERJQ4ERERkf9xWbuaNI8IIi0nn/+bthe7cUGfj5Iq17VhPEy6G1JjTm2+2/W3myauO4TLbdMmqgoNQwPN4LH+JlXrnFJN/r/Tsa5JnCw7kIHdfpQZVOJE5JRMWHOIpXsS8fVy8HL/6ljfD4eMBBzuXOo54ulqbcJ74ziY/wpMGgPfDYX32sNLYfBaQ/i0L0x7+G9XKqRl57FsTyIA5zcLNYMpx1ac1CqDK/Ss0EA/Yqp1LRpoOhhunAaB4aYPxLGb6vEbi3XcX9eYr+Gw9rUgNwOO7jMbwloW6zjVA3y5uVdDFrpNc217ZznoEXGWW7LLfL9H5hd8n1fEFSdnmfObhZIU0RsA185ZpizeWWLToRSenbSZJ195Fd+cJOLtKsxxtSUj18UNX61gcZwFoyZCcG1Tyu/Ha7RqVkREpJiUOBEREZETOBwWz1/aAi+HxdSNsfye28lsKIlyXfm52FMfgDXfwkfdYes/NC9OiYafR8ELNWD9j3/ZbNt2YZmuwqbwUHSj7zT7mxzTqmYw3k6LhLQcDkf0M4O75+rGg8i/SMrI5cWppsTTQ30iqDXtevPUc7VGcOdSJrT5jPty72JcwPXQ4QZocD5UbwLe/uYAGQkQswZWfAr7Fpz0HAt2HCHPZVO/RmXq1wgwg6nHVpxU/MQJQFCna1jubso33ldhX/ntiY2zjyU6itHnZEd8GhsPpeDlsLikTSQc3gbYUDkUKlcvdnw39KjLMkd7AFI3zSj2/lIkOTOXTTEpBJGOb25Br42QCrji5CxjWRbDL7uCDNuXYNdR1q48+c8jlrwPM58qs8TKy9O3Mvi9RXy9ZB9D8mcDsLvmUCbf04c+TWqQnefmpq9XMj/eB66faBrGH1oNc18qk/hEREQqCiVORERE5C861g3h1StMeYonNkWQ7/ArkXJdGdv/xMpJNZ9kHYWfRsCke8yTzcfk58Kit+D9TmaFh+2Cea/85YbE5phUtsWl4eN0cEnr40pyFTaGr3tGsfp5O2kRGQzA0qwo8K8OuWlwYNkZHVekontl+laOZubRPLQSN8c8a1Y9VA41TZ7DmtO93yVMsnvy+JGB7O32Hxg5AcasgCdi4JG9cPsCaFCQrDx48hJPswv6m/Q/VqbL7S5axXYOlOoCOL9jC26wn+OZtEtZfSDlxI3hBYmTYvQ5+bUgEd23aSjVAnyL9i1mma5jgit5U6vjYPM+eTN2WtxpHUdg6e5EbBt6Vyv49zMwAnwDPBvUOaJhZHUOVjEPkKz9czz5rv9Jjqz7AWY+CUveK5M+KH9sjuOT+XsAGNnMorfTrCrrfsV9NI8M4pORHejfLJScfDe3frOKPw9XhiHvmp0XvQ175pV6jCIiIhWFEiciIiJyUpe3r8VDAxqThR8z80wS5aTlutITYMLt5onLf3A0I5eFk74E4Mf8PnziugQbyzQ1/aS3ScrsmQ8f94DZz0JeJkR1Bd9gkwzZc+INiWOrTS5oEUawv3fRhmOluk6zMfzxOhb0OVl1IBkaXWAGd8484+OKVFSxKVkF5Z5svg39HseeuWYlybU/FSYzw4P96N24BgC/rD6uabFlgX8IRLSBxoPMWPSKv5wj3+Uu7G1UmDjJSABXLmCZm8rngABfLy5uba7151X/0/w5zJTIOtUVJ/kuN7+tPa5MF5xWY/j/dXW/jmyy6wOwddFvfz8xMwkm3wv7l572uSqyxbtNf5N+1QsSJyrTVaZqd74EgJZZKxm34kDRhvjNMOWBos/XfluqcRxKzuKRXzYAcGuverwQtRYLG+r3Kfydx9fLyYfXdWBQi3ByXW5u/241M+kK7a8HbPP7WsaRUo1TRESkolDiRERERP7W6L4NuaZzbaa4TC39nPUTTizXFbMOPu0DG36EWU/D3zxRfCQ9h+s+XUyHbHNTLLrmhbycdzXX5T5Bpl8YJO6Cz843DUyP7DCrO4Z+BDfNgLbXmIOs/LLweLn5biatN0+Xn1CmC45bcXLmiZNjDeJX70+Ghv3N4K7ZZ3xckYrqu6X7cbltXqs+jeq7fgHLAcO/hprtT5h3ZccoAH5dbfoU/UWtghKB0Sv/stps9f6jJGfmUcXfm/a1q5jBY2W6AsPB6c254tjXccqGWDJyjusHc2zFyZEdkJf9r8dZvDuRw2k5VPH3pl/Tgp4xp9kY/nghlX1IqXkeAInrpmH/XbnHea/A6q9NuSP5i8UF/U3aVjavFbIx/FnMv7np9dbe2smnM9eSnJkL2anw00jIz4LwgodLtk2DjMRSiSHP5eaecWtJycqjTVQVHr6gIaw1TeE51oetgI+Xg/eubcfg1hHkuWzu+n4Nc+o+YEoipsfBxDFnXnpVRETkHKDEiYiIiPwty7J44dIWuBteQJbtg2/6QaK3LDEbN4yHLwcW3bC0XSftRXI4NZurP11G5cNrqGGl4vIJ5v5bbuKqjlEscbegW/IL7A39f/buOjyqa+vj+PfMTFxJQhIChOBOcHeX0hYoNequt95buZVbf6u37i5UKXWKFHd3gkOQGAlxnZn3jx0hhbZIkkF+n+fJMyf77HPOOpTQyayz1xpsjrds0OVauHU5tL/YPIHe+Spzos2/mb4nwMyEFNJzi4gM8qFPk0Nq77vdkL7TbFfBipOyxElCUhbZ9fqa+FI2wMHEfzhS5MxTUOxk4pLdjLfPYnzO52Zw1IvQbNhhcwe1jCTU34ukrALmbkk9/GTRbcHhBwWZcGBLpV0zNpnVJgObR+Kwl/46U9YY/gzpb1KmS1wt4sL9ySty8sva/RU7guuCb6j5dzV10z+ep6xM19nxMXg7bObf0vIVJ8efOAFo1XccAG0LljNv8xGS67kHTN8rMCsPC7NP6Hqnm70H89mRlovdZlHfrcbwHlErDnd4UxyWizaFK7nv2zW4f7wV0rdBcD24dDLUaQ+uYlj7dbWE8NK0zSzflUGQj4NXL+yA986ZkL0P/MKgxVmHzfey2/jfBe0Z06EuJS43D/68jeIx74Ld27yfWvJutcQpIiJyOlHiRERERP6Ww27jxUt6ssLHPAE+7/u3yfzh3zDpGigpgKZDYegTZvLKzyo9xbg/M58L3lnE1pQcxvqtAMDeciR2L2+eGdeWa3o3JJNABuy+kkmtX8N9wzwY9Tz4hVYEULs5xPUBtwuWf0RBsZMP5plVJWM61q344BQg74DpQ4IFoQ1O+N4jg32pH+aHyw2r0iyo19Xs2DrthM8tcrqZvHIvjrwU/utV+iF4n7uh85VHnOvjsHNue9OL5Jtlew6fYPeCmA5mO7Fyua6y/iaDysp0AWSVfqAcfGb0NyljWRbjS1edfLPsT2XPokvLdf1Dn5OsgmJ+X28SGuVlunJSzL+nWFC7xQnFWKtpD/LtQYRaufw+9dfDJyx91zy1DybRoz5SlczfasoqtasXglfGNjOoxvA1ziot1znQsYbohI+xNkwGm5dZURcQDh0uMRNXfFrlqznmbE7ljVnmv/0z49oRG+4Pyz82O9tfDA6fIx7nsNt4ZlxbooJ9SMoq4Pv9YRXv16b+56hL+YmIiJyplDgRERGRf+Tv7aDNUPMB6IUlPxCy8i2zo/edcNGX0OkK08fgwJbyDzk37s/i/LcXsiMtl7ohvowPKG0sX/pkpGVZPDiqJXcOaQZY3Lk8jAfmO8kqKD48gC5XA+Bc9jEXvTmHxTvScdis8jI15cr6mwTHgJdvldx7p9iycl0Z0LS0XNcWlesSOZTb7ebD+Tu50/Et/hRA3c4w8O/LLpX9/E7bkExGbtHhE+qXleuqSJxsT81he2ouXnaLvs0OWW1WuhrtTFtxAibZYbNg6c4MtqfmVOyIKi3X9Q8fjv66Zj+FJS6aRAbSrl6IGUwpLdMV1gi8/U8sQLsDGg8AIDJ5Dou3H1LKqCgPFr9ttsuSXjvmnNj1TjMLShMnvRuHQdpWM1i7uQcjOkM1GQTAOd7LeNBhVtQlxP+74t+ptuPB4Wt+dvatrLLLpmQXcOfXqwCY0C3W9DXKToLNU8yEP5Xp+jMfh51reps+Q2/N3oar87Wmh5SzEL69yvwMioiIyBEpcSIiIiJHJaTdSNwOPwDy3D7cXPQvnndeiBMb+ARB6zEA5C/5mPsnrWHUK3NJTM8nNsyfSWMDcGTvNcmVxgPLz2lZFv8a1JSHzzKlYCYuSWTg87P5bvmeyrXwW5xFkW9t7HkpxCT9QS1/Lz66siuNawdWDrIK+5uU6RQXBpQlToaawe2zoKSwyq4hcqpbuO0ApKznfPssMzDsKbPq4W+0igmmdUwwRU4XXxzacLlM2QqvxKXlQzM2mjJd3RuFE+R7SC+TssTJGbbiBCA6xJd+zWoD8M3yQ1bvlPU5+YcVJ9+tMMeM61gPq+y/WXJpma4T6G9yKL+WwwHob1vNq39srdix6nPITzcrBMsSbTvnVck1Twdut5v520yiaUBUoVmZY/eukhWVcowa9AaHH94l2XhZTn52dmfcirZsTSktLecXCi1Hm+2Vn1bJJZ0uN3d8tYq0nCJaRAfxUOl7JVZ8YlZn1e9+VEm0i7rFEuzrYHtqLtM2pcA5r0NgNKQlwOovqiRWERGR05ESJyIiInJ0vAOw+t+Hq143Pmn5Nr+4uvPazK1c8eES0nOLKGx7MQCutd/xw5ItuNwwsm00397Qg6g9paWtmgw+4tPLV/VuyGdXd6NRRABpOYXc9c1qxr+1kA37snC73bw1bzdv5fQG4Hr/mfx0a296N4047DzlK07C4qrststWnKzcfRBnZFvzYUNxLuxaUGXXEDnVfTB/Jw86PsduuaHVORDb7aiOu7xnHAAvT9/Cur2ZlXfWL02cpG4yvU6AaWVlusoamJfJOjN7nJQpW73z3fI9lDhdZrB8xcnavywdtCMtl6U7M7AsGNOhNOnkdsO2P8x2ZOuqCbCJWa3XzraDjVu3sWJ3BjhLYMErZn/PW6GhaSLP/lXl/73PdFtSckjNLsTXy0Zbn9IeNuFNzSoeqVlevhBn3oe4w5vydcy95BQ6ufaT5WTml66ULSvXtfbbKlnJ8eyUTczfegA/LzuvXdwRXy87pG+HeS+ZCaWrcf9JoI+Dy3rEAfDmrG24/cMrjlWiUkRE5C8pcSIiIiJHr/ft2K6Zyg0XjuHlC9vj52Vn7pY0znplLgO/LmSHK4oAq4DrItbwzQ09eGNCJyKDfWHjT+b4lmf/9ambRjDl9r78e3gL/L3tLNuVwVmvzuXs1+bzzG+bmFgyEBc22pWspV7JXzRnr4YVJ82jgwj0cZBTWMLmlJxDynWpz4kIwK4DuRQnTKWvfS1umxcMfvSojx3fqR5DW0VR5HRx8xcryD60VF9gZOmT9W7Ys4w9GXlm5Rd/6m8ChzSHP/NWnID58wgL8CYlu5A5W1LNYO0WYNmh4GBFYukQbreb//5kSnL1bVqb6JDS8oazn4VtM8DmgBYjqybAoCiIbmeuZVvDqzO2wIbJcHA3+IdD+wnmv11YI9PPSn1OAJi3xZTp6hIXhlf6FjNYu5kHIzrDDXwQ2p6PddGXvHhpb2JCfNmRlsvtX67E6XJDXF8IjYXCLNj08wldauKS3bw9ZzsAz4xrS5PIQHC54Md/QXGe6f3W5ryjPt8VveLwcdhYlXiQxTvSoUFPs2PXgirvySIiInK6UOJEREREjss57esy+eZeNIoIYF9mAXszC5jiZZIKt9VaTJfSElekbjblIGxe0Gzo357T22Hjxv6NmXFXP0a1q4PLDWv3ZuJlt7hlTD+sFiPMxKXvH/kE5StOqi5xYrdZdIgNBWDZznRoYhrEqkG8iPHpgm08UFrz3+p2vfnw+yhZlsVz58VTN9SPXQfyuH/S2spl+kpXnWRuWcBF7y7C6XITXz+U+mGHrFxzFkN26dP4wWfmihNvh41z25uk0ddLS8t1eflCROmH7EfoczJ51V5mJaTibbfx0FktzeC6STDrKbM96gWoE191QZY21x5gX83MhBTyZr5gxrvdULESMa6PeVWfEwAWbCvtb9Ikwvx/FCBC/U08JqYDjHsXIpoQEejD25d2xsdhY2ZCKg//sI4VezIpaH2Rmbvik2M7d1EeuJyASZg9NNn8zN4+uCnnlP5ss+x92DnXlD09+xWwHf3HORGBPozvbP59fHPWNqjbyZR9y0k2q1hERETkMEqciIiIyHFrHh3ED7f04preDfn38BZccdP9YNmwEhdWNLHdVLrapFE/8A05qvPWCfHj9Ys78vk13Ti/cz2+vr4HE7o1wOpcWlpi9UQoyj38wIyd5rVW3And1591bxQOwIxNKabJsWWHtM0ViRqRM1ROYQklyz6luW0Pxd6h0PfuYz5HiL8Xr17cAYfN4uc1+/ly6SErykr7nGxYMp3E9HwahPvz+sUdKp8gez/gNsnZgNrHfzOnuPO7mA9Fp29M5kBOaQ+m8j4nayvNTc0u5L8/mT4mtw1uSpPIINizHCbfaCb0uAU6XVG1AZYmnQd7r6OfbQ3+6Rtwe/lDl2sq5jTsa153zq3aa5+CSpwuFm1PB6BXkwjzEAJoxclJpG29EP5vnFlJ9fni3Yx9YwEDZ9TFhQU75/LMF7/x+/okXK4/rehwu817pFUT4ec74K3e8HQ9eL4Ze1dM4cbPl1PicnNO+xhuG9TUHJOxC6Y9YrYHPXJMCeoy1/VpjM2C2ZtT2ZBabJInoNKjIiIif0GJExERETkhQb5e/OesVtzYvzF+4fXLa9mz6jPzWl6ma/Qxn7tXkwiePS+eDqV9Rmg0wHxYUJhlaogfqigXcpLMdhWW6gIY3iYagPlb08h0+UNsD7Nj6/QqvY7IqeaHxQnczFcA2Af8G/xqHdd5OsbW4p5h5kn6R39cz6akLAB2+JtmyK1dm2la25+vr+9BvVp/6pN0aJmuY3gC+3TTIjqYdvVCKHG5+X5l6Z9JdFvz+qcVJ4/+uJ6DecW0qhPMdX0bQeYe+PIiKCmAZsNhyGNVH2C9LuATgr8zi6e9zKrBHbHjwD+sYk5pDwn2r4H8g1Ufwylk9Z5McgpLCPX3olV0kFacnKTO7VCXZ8e1o0ejcKKDfdlHBPOcJmHpt+Errv90OcNfnsMPq/bizE6B3x+EZxvBa51g8g2w7IPSPkROyEsj6seLGVk8jc4NavF/49phWZZJtPx4q+mvFtsTul53XLHGhvszql0MAG/N3lbxXuZkSpw4S8yfyYut4b3B5nsREREPOXN/sxAREZHqUdYcddVEswJk30rAguajTvzcNht0vspsL3jFfAAx8SJ4vbv5IALMqpZDP4irAo1rB9I8Kohip9s0py4tOaM+J3Imc7ncOOf+j9pWJln+sdgOXTlwHK7t04j+zWtTWOLi5s9XsGj7AcZPyiLf7U2wlcc348KJCvY9/MCy/h1naJmuQ5U1if96WaIpeVbWID65InEyZV0Sv6zdj91m8ex57fAqyYOJF5qSPZGtYdx7YLNXfXB2BzTuD0CMlUaJ28Y9e3pTUOysmBMUbZqf4z65Psz1gPlbTZmuno3DseWlQEEmWDYIb+LhyOTPzu9Sn4nXdWfRA4NY/99hxA25AYAr/eYT4mMjNXkf+7/9N0UvtIGFr0F+Ojh8oX53s7pr/McU3rScub79ceDk/7ze5dP6P+Fb9mO4/CPYMdscc85rJ5QgvqGfea/085p9pISVrjjZfRL8rLndsPFneLOHWYWTtQf2LIWEXz0dmYiInMGUOBEREZGq1WyEafabkwQ/32nGYntAYBWV0Gk/Aew+cGCr+QAi4VdI3WielLY5oOPlVXOdPxnZtg4Av63dX5E42TEHivOr5XoiJ7tFq9YwvmgyAN7DHweH9wmdz2azeGF8PFHBPmxLzeXCdxaRlu9mm7cpTRSavurIB2aWlvY6QxvDH2p0fAw+Dhubk3P4fPFuimu3NjsObIOiXDLzinnoB5NEuaFfI9rUCYLvrzdPvAfUhou/BJ+g6guwrEcUMM3em+WZQXyycGflOWWrTs7wcl1liRNTpqt0tUmtONO7Rk5aAT4OYnuOB79aBBensLTlRBYH3MkNjp/wo5BVrsbcZn+A0YETOSvvP5y9ZQTnzKrNiE/2cOnBa3md8QD4LXsDvrrUlGib+pA5+aCHIbzxCcXXOiaEvs1q43LDOztqm2Rcxs6KlXuekLgEPhgOX00wZVD9wir6HS19z3NxiYjIGU+JExEREalaDm9od6HZ3jbDvB5Hma6/5B8Go/8HLc6C7jfDyOfhkknwr1XwYDIMfbzqrnWIkW1Nua65W9LICm4KwXWhJB92zq+W64mczNxuN4nT38LPKmJ3YHt8255TJecND/ThlQs7YLPM910bhtGs00DzTeKSIwUCm6ea7Sou0XcqCvHzKm8S/5/J6+j/5gbyvcMBN6Rs5PFfNpCaXUjj2gHcOrAprPgINv1sktEXfgGhsdUbYJPBgPmPa+99GwCv/rGVjNyiijkNSz8wPYMTJ3lFJazYnQFAr8YR5sNkUJmuU4XDB9qeD4D3ph/wdubhjI7nt3Yvc43X//FDbhvWJuWzbm8Wa/ZksjrxINvTcnHYbLS/5BkY9775mUz4Bd7sCUXZpt9TtxuqJLwb+5nky6cr0ymOLC3nt3thlZz7WO387iF4fwgkLgKHH/S5C25bBee+YZI6O2ZX9PcRERGpYcecOJkzZw6jR48mJiYGy7KYPHlypf05OTnccsst1KtXDz8/P1q1asVbb71VaU5BQQE333wz4eHhBAYGMm7cOJKTkyvN2b17N6NGjcLf35/IyEjuueceSkpU31JEROSUUFauq0zLs6r2/O0vhgs/h+FPQddrockgCGtoSsFUk6ZRQTSJDKTI6TJN4svLdU2ttmuKnKzmbEkjNNt8mFWry3lgWVV27m6NwnljQiduHdiEj6/sindcd7Njz9LDJ2+eYsrMOHyh46VVFsOp7L/ntOaeYc0JD/Bm78F8luabngaTfpvCt8v3YFnw7Hnx+LryYOZT5qAh/4X6Xas/uOA6cN4HMO59BvUfRMs6wWQXlPDyjC0VcxqUrjhJWgd56dUf00lo6c4Mip1u6ob60SDcv2LFiRrDnzq6XW9W30a3gwu/wH79bEaMvYJ59w1k4rXd+eSqrnx0ZRc+vKIL71/emXcv68zMu/ubFUZtz4PLfwL/CHAVmyTKuW9UWQm97o3CiK8fSmGJi9VWSzO4q2YfAtmTkcfT735K7JpXAfjBGsSys6ebVTW+ISaJ22y4mbzsgxqNTUREpMwxJ05yc3OJj4/n9ddfP+L+O++8kylTpvDZZ5+xceNGbr/9dm655RZ+/PHH8jl33HEHP/30E9988w2zZ89m3759jB07tny/0+lk1KhRFBUVsWDBAj7++GM++ugjHn744eO4RREREalxUa0gpqPZrhNf/U8x15Cycl2/rk2qKDmzVX1O5Mzidrt5cdpmmlimtEtQvTZVfo3hbaK5a2hz/Lzt5klrgNRNlRuGO0tg2iNmu/uNEKIeJwC+XnZuHtCE+fcN5PFz27DHxzxdnrNrFQBX9IyjU4NaMO9/kJsKYY3hBPvTHJM2Y6HtedhtFv8ZZT60/WzRLnak5Zr9QVGlKyvO3D4nsxNSAejVJNw0B1dj+FNPeGO4dzvcMBdajCpPLvt62enROJy+zWrTv3kkA1pEMqhlFENaRVE/zL/i+NhucO0MiL/IJBsjmlZZaJZlcXP/0lUn+0v/3dxVMytOCkucvD5zKyNenMG5if+HzXLzm60/t+VfzfiJu3hxagIlTpeZ3OVq87rqCyjKrZH4REREDnXMiZMRI0bwxBNPMGbMmCPuX7BgAZdffjn9+/cnLi6O6667jvj4eJYsMUvrMzMzef/993nxxRcZOHAgnTp14sMPP2TBggUsWrQIgKlTp7JhwwY+++wz2rdvz4gRI3j88cd5/fXXKSoqOuJ1RURE5CTT5y5TZqHbjZ6OpMqUleuavTmVnLq9wOYF6dsrngYWOQPMTEhhY2IqDazSFeO1W1TvBQNrm94OAHuXVYyv/NR8oOwXBr3vqN4YTkG+XnYu7d6AC84aAUBn3710bxTGPcOam34GC18zE4c8BnYvj8TYq0kEA5rXpsTl5v9+21Sx4wwu1+V2u5mxyfxsDWwRaQbLV5xU88+anFxqxcGYt6p+1S4wuGUULaKDmFvYxAykboTcA1V+nUPN25LGiP/N5bnfE7jM9SMtbYmU+IbR71/vcEHn+rjd8MofW7n43cXsO5gPjQZCWCMozIS131RrbCIiIkdS5T1OevbsyY8//sjevXtxu93MnDmTzZs3M3ToUACWL19OcXExgwcPLj+mRYsWxMbGsnChecph4cKFtG3blqioqPI5w4YNIysri/Xr1x/xuoWFhWRlZVX6EhEREQ9qeRY8nA7tL/J0JFWmeVQQjSICKCpxMWN7nikRBrDma88GJlJD3G43L03bQpyVhMNygU8IBEVX/4XLVp0klpbrKsyBWU+b7X73mtIuckT2Ou0AaGVL5MtruuHv7YA/noCSAojtaZ6G96D7R7bEZsGU9Uks2VFamqusQfyOMy9xsi01h10H8vC22+jTtLZZZZVTmqSswlUHcmaz2SxuHtCEdILZRumqk2rsc/Lpwp1c8v5itqfl0ikglTt9vgfAMfL/8A+N4v/Oa8fLF7Yn0MfBkp3pjHxlLn9sToXOpatOlr5nelqJiIjUoCpPnLz66qu0atWKevXq4e3tzfDhw3n99dfp27cvAElJSXh7exMaGlrpuKioKJKSksrnHJo0Kdtftu9Inn76aUJCQsq/6tevX8V3JiIiIsesCvsenAwsyyov1/Xb2iRoZ5q/suZrcLk8GJlIzZi+MYW1ezNp47XfDNRuVjM/52X9N/aUNohf+Lr5MLlWXMUHa3JkEU3B7m0aTB/cBftXw+qJZt+wJzz+73SzqCAu7GrKOd70+XJWJR6s6HOSsr7an4KvJPcA/HwH7F5Uc9f8k+kbUwDo3jicAB9HRWP4oBjwDfZYXHL6Gdm2Do1qB7CopLQEXDUlTqZvSOaRH80DsBO61uOrOhOxu4qhyWBoO7583jnt6/Lzrb1pWzeEg3nFXP/pchLqjDY9rJLWHrnPlYiISDWqlsTJokWL+PHHH1m+fDkvvPACN998M9OnT6/qS1Vy//33k5mZWf6VmJhYrdcTERGRM9OI0nJdMxNSyI0bCj7BkLm7Wp/UFDkZmNUm5kPccfVzzGDtGuq5UJ44WQ7ZSTD/ZfP9oEfA4V0zMZyq7F4VJZ6S18HvDwJu84Fl3U4eDa3MPUOb06pOMGk5RVz4zkKm7HRC7bKm1fNO7OT718Cc58BZ/M9zl75nGlF/ci7srNlm2WVmbDSrS4a0/HOZLjWGl6plt1nc3L8Ji13m3wdXNfydX514kFsnrsTlhgu71OeJ+stx7FkEXgFw1kuHJW7jIgL47saeDGwRSbHTzV0/78bVepzZueTdKo9PRETk71Rp4iQ/P58HHniAF198kdGjR9OuXTtuueUWLrjgAp5//nkAoqOjKSoq4uDBg5WOTU5OJjo6unxOcnLyYfvL9h2Jj48PwcHBlb5EREREqlqrOsE0CPensMTFzO3Z0Opss2PNl54NTKQqbJkG0/8LLudhu35fn8yG/VkE+jjoEmieiq+xnguRrc0HbYWZ8N01UJwLMR2h9ZH7LsqfRLc1r/NfNn1D7D4w8CHPxnSIWgHefH1DDwY0r01BsYsbP1/Oeh9TYoydJ5g4+eFmU5ps1Rf/PHfHHPNakg9fnA+JS07s2scoI7eI5bsyABjYsrQCgxrDSzU6u30Me4Pbm2/2r4bC7Co7d2J6Hld/vJT8Yid9m9Xm8UHhWNMfMTsHPQShsUc8ztth45mxbQnx82Ld3iy+tZs+TWyYDDmpVRafiIjIP6nSxElxcTHFxcXYbJVPa7fbcZWWr+jUqRNeXl7MmDGjfH9CQgK7d++mR48eAPTo0YO1a9eSkpJSPmfatGkEBwfTqlWrqgxZRERE5JgcXq7rQrNj/Q9QXODByEROkNsNP/4L5r0Im3+vtMvlcvO/6Wa1yZW94vBO32J21FTixO6Auh3NdlnD8KGPe7zM1Ckjqo15LSt10/0GqNXAc/EcQaCPg3cv68yEbrG43fDqdvPvrPtE+pxk7YOkNWZ72x9/P7c4v6IUXJ14KMqBz8bBvpXHf/1jNDMhBZcbWtYJpm6onxnUihOpRl52G+MGdGe3qzY2XBTtrJoydQfzirjiwyWk5RTRqk4wb0zoiNeUe6Ewy6x063rd3x4fGezLo2ebz37+s9hBfmR7cBbByk+rJD4REZGjccyJk5ycHFatWsWqVasA2LFjB6tWrWL37t0EBwfTr18/7rnnHmbNmsWOHTv46KOP+OSTTxgzxjwNFhISwtVXX82dd97JzJkzWb58OVdeeSU9evSge/fuAAwdOpRWrVpx6aWXsnr1an7//Xf+85//cPPNN+Pj41N1dy8iIiJyHEa2MR/o/bEphfyY7hBS3zwJv3mKhyMTOQGZeyB7n9neu6zSrinrk9iUlE2Qj4NresbCga1mR02V6gKo16Viu9mIigbi8s+i21Rs+4VBn7s8F8vfcNhtPHFuGx4Y2aK8fJCVupGCg0fuc/mPtkyr2N4x+4grqcolLjYfzAbXhSt/g9ie5kPeT8dA0rrju/4xml5apmtwWZkuOCRxUkNJSjnjjOtUl7UO82/E5iW//8Psf1ZY4uS6T5ezLTWXOiG+fHhlFwK3/AibfgabA0a/Ajb7P57n3PZ1GdQikiKni7fzBpjBZR/+/c+xiIhIFTrmxMmyZcvo0KEDHTp0AODOO++kQ4cOPPzwwwB8+eWXdOnShQkTJtCqVSueeeYZnnzySW644Ybyc7z00kucddZZjBs3jr59+xIdHc2kSZPK99vtdn7++Wfsdjs9evTgkksu4bLLLuOxxx470fsVEREROWFt6gZTr5Yf+cVOZm1Oq2huuuYrzwYmciISF1ds711evnnoapOrejckpGAPuIpN6azgejUXX1mfE8sGgx+tueueDqIOSZz0vx98QzwXyz+wLIvr+jbmyQn9SXCbUj4bPrwFSgqP/WRbplZs52eYUkR/paxMV1wf8A6Ai7+Cup3NcZ+cU5HAqCZFJS7mbE4DYFBZma7ifDi422yrVJdUEx+HnZAWfQEo2TGfYqfruM/ldru555s1LNmRTpCPgw+v7EIU6fDzHWZC7zsqJ3L/hmVZPDW2LcG+Dt5Mi6fAEWJ6yh36cy0iIlKNjjlx0r9/f9xu92FfH330EWB6kHz44Yfs3buX/Px8Nm3axJ133ol1yDJ6X19fXn/9ddLT08nNzWXSpEmH9S5p0KABv/76K3l5eaSmpvL888/jcDhO7G5FREREqsCh5bp+XZcE7S4wO7ZMhdwDHoxM5ASUlXEC2LsSSkvt/rB6L5uTcwj2dXBV74aQusnMqd0MbFVa+ffvNR4E8RfDiGchUk/fHxP/MOh5q0nydr7S09EclZFt6+DuczclbhsdM6eR9toQyEn55wPLlBTC9llmu1aced0+86/nl5UEa2g+QMY3GC75zpTtykuDj88+tusfo8U7DpBTWELtIB/a1S1NbKVtAdzgVwsCIqrt2iKd+54FQEvnFn5avqPyzuT18P0NsH7yP57n9Zlb+XH1Phw2izcv6USLyECYfBMUHIQ67aHfv48prqhgXx46qxWFePNpUenP5rIPj+kcIiIix6sGf9MREREROX2UJU5mbEymoFZT8+GaqwTWT/qHI0VOUoeuOCnMhPRtFJY4eWGqWW1yQ//GhPh5VSROavoJeIc3jHkTul5bs9c9XQx9Asa9B3YvT0dy1FoMvpxf2r1KptufiIOrKXqzH+xfc3QH715o+pQEREL3m83YtpmUOF18tXQ3fZ79g46PT+O6T5bxyax1uMtWWTXsU3EOv1C4dDKEN4WcpGpdVThjo0nKDGweic1W+tBhmvnZI6K5+vlItfKNakqudwQ+VjEz//iNzLxiKCmCWc/A2/1g9UT45nKY8Vh5Uv3Ppq5P4vnS/188dk4bejeNgCXvmISlww/Gvntc//6c16ke/ZvXZmJxPwDcW6dXaxJTRESkjBInIiIiIschvl4IdUP9yCtymg+8yprEr/7Ss4GJHI+iPEhaa7ZD6pvXvcv5fNFu9mTkExXsw5U9G5rx8p4LKh0k1W/0mAn8X7032Oaqg3fuPtwfDIMNP/7zgZtLy/k0HQqNBwLg2r2Ic/83nX9/t5bE9HzSc4uYuiGZP6b+gOV2kkgU1/yQzMb9WRXn8Q+rSNYlVE8fK7fbXd7fZFCl/iaHrO4SqU6WhXdj0zcqNns1D77xKcVv9YNZT5vSjNHtzLy5L8DXl0JhTqXDE5KyueOrVQBc1qMBF3eLhZRNMP0RM2Ho48f999iyLJ4e25ZU71hWuppguZ2w9tvjOpeIiMixUOJERERE5DhYlsU57WMA+H7lHmh7Hlh201Q7bauHoxM5RvtWmhVTQXWghSnZUrRrKa/+sQWAOwY3w8+7tJlv+Ye5Kpcl1c9ms/j3hLO42f855jjbYhXnmQ9u57309weW9UFoOoQVuWGk2iKxuYoJO7CMED8v/jOqJd/d2JN/D2/BBRGmNNH8kpZM35jC1R8tJbuguOJczYab190LIS+9yu9xc3IOezLy8XbYzFP6ZdQYXmqQV1wvAK7ymsr/su/CK20DTt8wOO8DuH4OjHkH7D6myfsHw8r772TkFnHNJ0vJLXLSo1E4D53VyqxWmXQNlBRAk8HQ5ZoTiq1OiB/3jmjBd06zIsy9+osTu1kREZGjoMSJiIiIyHEa06EuALMSUkm3Qsufambt154LSuR47FliXut1gXqdATiweSEZecU0rh3AeZ1Km8C7nKV9F9CKE6kxIf5ePHdJX6533cf7JSPM4PRHIWndkQ9I3w4HtoDNwYvb6zL2zYXMKGoFwM2xicy5dwDX9GlEpwa1uLF/Y0YEmPJCPQePITbMn32ZBTz5y8aK89VqAJGtwO2ErdOr/P7KVpv0ahyOv/chfT0PLdUlUt0a9AQgnIM4LBc/ObszouR5NkUMMaXi4i+AK34x5e+S18E7AyjZuYCbPl9BYno+9cP8eGNCR7zsNpj1lFnF6BcG57xeJaXmxnaoyzRbL4rcdqyktX/98y8iIlJFlDgREREROU5No4JoUzeYEpebn9fsg/jScl1rvgK327PBiRyLxNLESf1uULcjAOHZCXhTzD3DWuCwl/7acHC3eYLY7lPRcFukBrStF8J/zm7L4yWX8ouzuxmc8+yRJ2+ZBkBSaAdemW96IZTEmf4I3dxrTK+eMvkZ5X1TYjsN57nzTEmiL5cmMntzasW8slUnCb9V0R1VmFFepiuqYtBZAge2mW2V6pKaENkKottCUB0Ojv6Q18MfZHOOL+e/tZDluzLMnPpd4No/zLy8NGwfjeKxPVfxts/LfN9qLrV2/Qbrv4d5/zPzz34FgqKrJLwAHwedWjRihsv8P4o1Ko0qIiLVS4kTERERkRMwpoN5En/Sir3QfCR4B0LGzsqNtqvK3hXw3bXm/CJVxe0+JHHSFWo1JNcegrdVwjl1MhjW+pAPc8tKB0U0A5u95mOVM9rFXWMZ26EuL5eMMQMbfoDkDYdP3Pw7AB+mmITDPcOac8lFl5l9yesqN5beOR9wm7/TQdF0axTOFT3jAPj3t2vIzC8t2dW8dKXL1hmmDFEVScspZGXiQeBP/U0ydpjeEl7+EFyvyq4n8pdsNrhuNtyxntBOY/nquh50jA0lq6CES95bzC1frOC6T5Zx+aT9XMETzPPpgw0XTW17GWYtJmLZi/D1ZfDNFYAb2l8CLUdXaYij28Uwqaxc15qvTYJRRESkmihxIiIiInICzo6PwW6zWJV4kO2ZLmh5ttlRHU3i/3jclAH74RataJGqk74d8tLA7g114tmelsvSYtMI/uamB7EOLbFS3t9EpYOk5lmWxZNj2uIT04ZfnF0BSP758cqTinJx7ZwHwAxnPGM61OWm/o0hIKKiwfX2WRXzd841r3F9yofuHd6cuHB/krIKeOLn0sRM3U4QUBsKM2H3giq7pz82peB2Q+uYYOqE+FXsKPtZi2hqPtAWqQk2e3lSPMTfi8+u6UbfZrXJL3by85r9TN2QzOzNqczamcslmTfSreA1fmzzKgx9AtpPgJgO4PCDqLYw4pkqD29Ai0iWOjqR7g7Eykmu/LMsIiJSxRz/PEVERERE/krtIB/6NI1gVkIqk1ft485258PqL2DjjzDqhap7Kr84H3aVfli3c64phdFmbNWcW85sZatN6rQHhw8vTF1PU1cj+ttWEVeYUHluebNqJU7EM/y87Uy8rjtPf3g1o5KWUHv3b/w0/Q9GDzY9pnI3/UGAs5BEV22C6rXm6bFtK5J/jQdA0hrYNhPanW/Gdswxrw0rEif+3g6eGx/P+W8v5JvlexjZtg4DWkRC02Gw6jNImAKN+lfJ/RyxTBeoMbycFPy9Hbx3WWd+WbuPg3nFeDtseNtt+HjZ8bbbqBvqR9t6IZUPcrurpKfJkfh62enfqi4/rOvFlY7fYfVEaDq4Wq4lIiKiR1dERERETlBZk/jJK/fibtALfEMh7wDsWVp1F9k13/SWKDP1ISjKrbrzy5lrT0WZrlWJB/ll7X5Wuxubsb3LK8/VihM5CQT6OHj02vNZG9wHm+XGOfs5/m/KJopKXCz6fSIASxydeOeyLvh6HZK8bjTAvG6fZT7czUmFlNIVJYesOAHoEhfGVb3Myqv7Jq0hM68Ympf2Odn8W5Ws+isodjJ3SxoAgw8t0wWHNIZXfxPxLG+HjTEd6nFlr4ZM6NaA8Z3rc3Z8DMPbRB+eNIFqS5qUOevQcl2bfoaCrGq9noiInLmUOBERERE5QUNbRRPgbWd3eh7L9+RA06FmR8KvVXeRrTPMa9vxEBILWXtg3ktVd345c5WuOMmu3YEHJq0FoH7r0g+R0zZDQabZdrsrPszVU/DiYV52G20uehKA0baF/D57LkNenEWLnEUAdBl6EbWDfCofFNsd7D6Qvc/8XS4r0xXZ2pTy+pO7hzanUUQAyVmFPPbzBpN4sXubPlOpCYfNP1azElLIK3ISHexLm5g/fQCt1V0iR9SnWQS7fJqyxVUXq6QANkz2dEgiInKaUuJERERE5AT5edsZ3qYOAN+v3FvRRDjht6q7SGniJCN2CAwzHxYy/xVI31F115AzT0FW+RP3V0232LA/i1r+Xlw/siuENjBz9q00r1l7oSgHbA4Ia+ShgEUqWHXioflI7JabWx0/4JuRQF3rAE6bD7Edhx5+gJcfNOhhtrfNrEicNOx7xPP7edt5bnw7LAu+W7GH+37eTkmD0qRiFSTGJ63YC8A57WOw2Q55St/lgrQtZjtCiRORQ/k47AxrXad81Um19JQTERFBiRMRERGRKlFWruvnNfspjBsANi/zRHPa1hM/+cFESEvAhY1+38F/tzbC3ag/OAvh9wdO/Pxy5tq7HNwu9lGbpem+xIT48s0NPakb6meaYZfNgYoyXeFNwO7lmXhF/qzfvQCc65jPXcF/AGBv3A+8/Y88v7xc18wj9jf5s04NwrhnmElefLk0kRd2lSYNN085obAzcouYmZACwJiOdSvvzNoDxbmlScqGJ3QdkdPRWfExfO/shQvLlDLN2OnpkERE5DSkxImIiIhIFejROJyoYB8y84uZubMQ4nqbHZurYNXJNrPaZKWrMVkE8uGCXbzhex1um8M89bxl+olfQ85Ie9bOBmCZswnNogL57qaeNIkMNDvLEycrzKtKB8nJKKYDNB2G5XYxtHCqGWt6hNUmZRqXJk62zYQDW8GyQYNef3uJm/o34avrutMwIoDJue0AcCUu4UDK3uMO++e1+3E6nTwV+iMtFtwDv90Hs5+FJe/C8o/NJCUpRY6oZ+NwigLqMN/Z2gys/sqzAYmIyGlJiRMRERGRKmC3WZzbvqJJPM1Hmh1VUK4raYUpCTPbGc/o+BgAnlsBi2qPNxOm/BtKik74OnJmmbo+ie0rzBP6qaHxfHN9T+qE+FVM+KsVJ+pvIiebfv+u/H3TIX89N6ot+EeYFXsA0e3AL/QfL9GtUTi/3daHc/p1Zb2rATbcvPzm60xZt/+4Qv5+xR5uc3zHxQVfwpovYfGbMPNJ+PVumPu8maTG8CJH5GW3MbxN9CHluiaaPlwiIiJVSIkTERERkSpSVm7lj00pZMUONoO7F0Je+nGfc+PedPz3mDr8QW2G8epFHXhqTFsArts1iBxHmHlqetEbJxa8nLYO5hWxdGc6Xy9N5JnfNnH9p8sY+tJsbvxsKfGW6aMw4bzxhPj/6cn2Ou3AskP2fsjapxUncvKq1wmalP6bG9EcasX99VybDRr1q/j+L/qbHImvl537RrQgotO5APQoWcItX6xkc3L2MYW7My2XkD0zuc3xvRnodiP0vgM6Xg4tz4a4PlC/G3S74ZjOK3ImGd0uht9dXcjDBzJ2wPyXlTwREZEq5fB0ACIiIiKnixbRwbSIDmJTUjY/7bYzIaotJK+FLVMh/sJjPt+BnEJe/ngib1l5ZNuCuPK8MQBc3C0WN24e/H4dj+aP53mvt3HPeQ6r3fkQHFPVtyWnmH0H81myI50lO9NZuiOdLSk5R5zXxNpHiJWH2+GHb734wyd4B0BkK/N3eM+yihUnalYtJ6OhT0BOMvS49Z/nNuoP674z28eQOCkT1fkcWPkyAxzrsBUX8eD3a/nquh6VG7z/jRkLl/CSV2myu8u1MOKZY45B5EzXtWEYAUEhfJI/lBscP8H0R2DnPDj3DQiM9HR4IiJyGlDiRERERKQKje1Yl6d+3cSnC3dxYdvh2JPXmj4kx5g4KSpxcePnK+iVtxQc4NNsEA6vihUBE7o1wO2Ghya7uNg+g45FW2HK/XD+x1V9S3IKcLvdfDgngdnz55OdnYWPVYwPRTSmmFa2IlICW+GIakajiAAaRgTQsHYgbZP3wwyw6nb86z4KdTuaxMnmKVCQafpBhDep2ZsTORqRLeGGeUc3t/FAs5rK7g2x3Y/9WnU6QGAUvjnJ9PXaxPSdXny7Yg/nd67/j4e6i/Pps/JOQq1c0mu1I2zYk8d+fRHBbrMY1bYOzyy4kIi6jTnvwFuwdRq82RPOfQuaDvZ0iCIicopT4kRERESkCo3tWI/XZ25jU1I2E2NbcwnA1hlQUggOn6M6h9vt5tGf1rNkRzr/8VkLgHfzw2v2X9K9AW63m//8eBU/eT+IfcNk2Dq9omSNnBGcThffffISw3a+zlXWATjSX7MSBzS+F/rcWZEk2bjSvNbv+tcnr9sJVnwM6yeb72s1BC/fqgxfpOaF1IMJX4PDD3yCjv14mw2aDYcVH3N77Damb2vL079uZEjLKGoFeP/toQe+vo1mru2ku4Pwm/DZUf9/QUQONzq+Dh8t2Mkj+3sw+vrz8PnhOkjZAJ+Pg+43weBH9TMmIiLHTT1ORERERKpQRKAPT45pA8AjSx0U+UdBUQ7snHtUx29KyuLCdxbxxeLdhFlZtLW2mR2NBx1x/qU94ujRawAfO4cB4PrlHiguOPEbkVNC4c5F7Hq2J+fveoy61gGK7IG4QuNMA/c67SG2B8R0AFcJzHoK3h9S0askcal5rfcPiROA4lzzqsbwcrpoMhjieh3/8c1HANA6fRpXhq0jI6+IZ37b9PfHrPiEiC1f4XJbfNXgUfwiGhz/9UWEDvVrERPiS26RkympYXDtH9D1erNz0Rvw6Rj1PRERkeOmxImIiIhIFTurXQxjOtTF6bbxW1F7M5jw298ek5lfzKM/rmfUK/NYvCMdXy8br3bNwsINka0huM5fHnv74KZ84juBZHcotoztMP9/VXcz4jFOl5s3Zm3llRlb2PrnPiUHEyn66kp8PhpGo8KN5Lp9SGh9O973bcV2+2q4eTFcPxuumgLXzoRx74NvKOxbCW/1gdnPQlppAuXvVpzUbgFe/od8r/4mIoDpk1K7BVZ+Bo/kPcVnXk+xYvlClu1MP3yuywXbZuL+5W4AXigZT+ve59RsvCKnIZvN4vwupkTee3N34Hb4wshn4aKvzP+7ds03XyIiIsdBiRMRERGRavDfc1pTN9SP7/PamYGE34741KPL5ebrpYkMfH4WHy3YidPlZkSbaKbf2Y9e1mozqcnAv71WkK8Xt4/qxOPFlwLgnvsiHNh2+ES3G5a8C5+cC+nbT+T2pJo5XW7u/mY1z05J4MVpmxn84myG/28Or8/YSPrUZ3G/2hnvjZNwuS0mMYCE8bNpPv6/4OV3+MksC9qeBzctMk/ZOwthZmlfhbBGEBDx14HYHWblShmtOBExvPzM0+197ga7D73t6/nN+z4Sv/gXxTnpkJcOa7+FSdfDC83g03OxnIVMd3bgW7/x9GryNz93InLULusRh6+XjbV7M1m4/YAZbD4c2o432ys+8VxwIiJySlPiRERERKQaBPt68cL58Sx0tybP7QNZeyFpTfl+t9vNoqVLWfn0QFr8NJrwvG00iQzks6u78eYlnagX6md6o8BR9Sw5p30MKbEjmetsg+UshF/vqZyoydoPn42FX++G7TNh1cSqvmWpIk6Xm3u+Xc33K/dit1n0bhKBl92iJHkjvWZPIGzBk1jOAha5WnKl93O0vuFTOrZp+c8nDq4DE76Fs/4HXgFmLLbHPx9Xt2PFtlaciFTwDoBBD8HNiylqOgqH5WJM0U+4X2oNzzaC766GNV9Cbip4B7IkcBB3Ft/I2R3qYbdZno5e5LQQFuDN+E5m1ck7cw55KKTj5eZ1ww+Qf7DmAxMRkVOeEiciIiIi1aR7o3Cu6NOCOS6z6iRnzU+43W5mJyTz3gv30e7nUXQqXkE72w5+8X+UKUMO0Ltp6VPIyeshJ8mUmjiKD7cty+Kxc9vwqPMqCt0O2DbDfFgAsP57eLMHbPuj4oCUDVV9u1IFXC43//5uDZNWmKTJqxd14LMrO7F20AZ+93uQ9rZtZLn9ubv4eh4OfYanb76E5tHH0NzasqDzlXDjfOh3H/S/75+PKetzAhDR9NhvSuR0F9YQ7wlfMLvbu2x21cXbmQe4cUW2gl63weU/k3nrZi7JuJYsAhnToZ6nIxY5rVzTpyE2C2YlpLIpKcsM1u1oSp2WFMDabzwboIiInJIcng5ARERE5HR259BmvLauF8PzlpKy9Hue39ySy1Kf41rbRrBgV1BH6tQKwHv3XPjuSkheAwMfMokPgLje4PA5qmu1iA6mb4/uvLV4NLc5vsc95X6shF9hzVdmQp320PFS+OUuSF5XPTcsxycnBdeOuXyxZA8Z2zLpZ/fm+oEt6Om3Ad5/HN99K828psNwDnqOYem+PNo4nECf43w7H9YQBtx/dHPjepv+KFFtzBP2InJEfYeP5+JddSjatZS97ggO7I2gSXEQrTKCcbo2U+R00SI6iFYxwZ4OVeS00iA8gOFtovl1bRLvzNnOi+e3Nw8KdLwMpvzblOvqeq2nwxQRkVOM5XYfodj2aSArK4uQkBAyMzMJDtYbUxEREfGcrTt20uij9tgsN7luHwKsQopsvhT2f4Sg3jeA2wUzHoUFr5oDGg+EwmzYsxRGPAvdrj/qa2UVFDPiual8UXw7DWwpZtCyQZ+7oN+/zXmfbWjG70sEX71P8ji3G/c7/bH2r/rrOb4hMPz/IP5C82FQTcvPALsPePv/81yRM1hieh4P/7CO5bsyyCooOWz//SNacH2/xh6ITOT0tirxIOe+Ph+HzWLuvwdQJ8TP9Bp6oTk4i+C62RDT3tNhiojISeBo8wZacSIiIiJSzZo0jCM1rD21M1aapEndHniPewPvsEalM2ww9AmzIuSHWyqX1Go86JiuFezrxZ0j4/nPd1fxgddzWKH1cIx7F2K7mQn+YRAUA9n7IGVjxbjUiKISF5NX7WVPRj5pOYUcyCkk9sA8Hjy4iny3N+vcDWkc5k2YD6aJu7PIlMoa+qTpUeIpfrU8d22RU0j9MH8+vLIrbrebfZkFbNiXZb72Z+Jyw4VdYz0doshpqX39ULo2DGPJjnQ+nL+TB0a2NO95Wo6Gdd/Byk+VOBERkWOixImIiIhIDag96iGY9gh0uATvrteB7Qit5tqeZ5pvfzkBDu6C0AYQfuxPJo/tWJeJS/rRc1d94kMa8na9rtgPnRDV2iROktcpcVLD3py1jZembz5kxM0k70/BBp+6hhJ+7v/RpZP6H4ic6izLom6oH3VD/RjSKsrT4YicEa7v24glO9L5YvFubhnYhGBfL1Oua913sOYbGPK4Vk6KiMhRU3N4ERERkZrQZBDcOA+633DkpEmZ6LZw3Szo+S84+5XjKstkWRaPndOGTEc40zcf5JEf11GpOmtUa/OavP6Yzy3HL7ewhA/m7wBgVNs63DaoKe/2zqWjbSsuuw9jb36acUqaiIiIHJcBzSNpEhlITmEJExfvNoNxfc2DKIWZsPFHzwYoIiKnFCVORERERE42/mEw9HFo1P+4T9EqJpiXL2iPZcFni3bzxqxtFTuj2phXJU5q1MQlu8nML6ZhRACvXNSBO4Y0Y8iBzwCwdbqciGiV8BERETleNpvFdX1NGdQP5++kqMRlHlbpeKmZsOITD0YnIiKnGiVORERERE5TI9rW4dHRZnXJc78n8M2yRLPj0BUnLpeHojuzFJY4eXfudsCUErHbLEhcAjvmgM1hVhiJiIjICTmnfQyRQT4kZRXw4+p9ZrD9BLBssGs+pG31bIAiInLKUOJERERE5DR2ec84buhn+qTcN2ktsxJSIKIp2L2hKBsyd3s4wjPDpBV7Sc4qJDrYlzEd65rBOc+b1/iLILS+54ITERE5Tfg47FzZqyEAb8zaSk5hCQTHQJMhZsLKTz0YnYiInEqUOBERERE5zd07rDljOtTF6XJz0+crWLs/zzShB5XrqgFOl5u3Z5tSadf0aYiPww77V8OW380TsL3v8HCEIiIip4+Lu8USFuDN9tRcrvtkGQXFTtMkHmDVF+As9myAIiJySlDiREREROQ0Z7NZ/N+4dvRuEkFekZMrP1pCdshRJE4ydsErHWD2czUT6Gnq17X72Xkgj1B/Ly7qWtrHZO4L5rXNOAhv7LngRERETjMhfl58cEUXArztLNh2gFu+WElx4yEQEAm5KbD5d0+HKCIipwAlTkRERETOAN4OG29e0pFWdYJJyynivc3+Zkfyur8+aPVESN8Os56ClI01E+hpxu1288Yss9rkip5xBPg4IDUBNvxoJvS+04PRiYiInJ7a1w/lvcu74O2wMX1jMvdM2oA7/iKzc/XEfz5BSSF8Oga+vwHc7uoNVkRETkpKnIiIiIicIYJ8vfjk6q60jglmeaHps1GwZ/VfH1D2RKbbBVMfqoEITz+zElLZuD8Lf287V/SMM4NzXwTc0OIsiGrlyfBEREROWz0ah/PmhI44bBaTV+3jjbR2Zse2mVBc8PcHb58N2/4wSZaUDdUfrIiInHSUOBERERE5g0QE+jDxuu741osHwDtzF7PW7Th8Yk4K7Fthtm0O2DoNts6owUhPD2/M2grAhG6xhPp7Q/oOWPuN2dnnLg9GJiIicvob1DKKF86Px7LguTW+ZHvXhuJc2Dnv7w9M+KVie+231RukiIiclJQ4ERERETnDBPt68dq1Q8m01cJmuXll4k/8sGpv5UllSZLodtD1erM99T/gctZssKewJTvSWbozA2+7jWv6NDKD818GtxMaD4K6HT0boIiIyBngnPZ1efLctoDFj3mlq042//bXB7hckHDI/nXfqVxXNVqdeJCbP1/B7M2pFYNFufDzHfBmb/j6Mpj5FKybBMkboKTIc8GKyBnF4ekARERERKTm+XrZ8Y5rD9tn0pTd3P7VKrIKSri0ewMzYctU89psGHS/CVZ9bkpVrPwUOl3hqbBPKWWrTcZ1qktUsC9k7TN/jgB97/FgZCIiImeWi7vFkl1QzPTfOzKBGeSu/ZmAkc+DZR0+ee9yyEkG7yBTrvTgLjNWr3PNB36aS8sp5JpPlpGaXcgva/dzSfdYHuwVhN93l0DSWjMpeS3wQ8VBNgf0uh0GqYysiFQvrTgREREROUPZoloDMKZOOm43PDR5HYu3HwBnCWwrXXHSdCj4h0H/+8z3fzwJhdnVF9Rp8kRnclYBsxJSsSy4vm9jM7jgVXAWQYNe0KCHZwMUERE5w1zfrzHxvUeT7/YmoCCJP2ZPP/LETT+b12ZDofkIs73uu5oJ8gzicrm56+vVpGYXEhbgDcCmxVMpeKOvSZr4R8C5b8LQJ6HDpVCvC/gEg6sElr1/2rxnFJGTlxInIiIiImeqqDYAdAvYz3md6gFw/6S1FO5cBAWZ4FcL6nYycztfDWGNITcF5v2veuIpKYJ3+sHbfcFZXD3XqCHr92UC0DQykLiIAMhJhWUfmp3qbSIiIuIRt41ox67QrgCsnv4V0zYkHz4p4Vfz2nwktBlnttdNUrnSKvbu3O3M3pyKj8PGxGu7M63fTib6PEUtdybrXQ14p+UHFLW5EHreAue8BtdMh7u3gGWH/AzI3u/pWxCR05wSJyIiIiJnqmiTOLGS1/PQqJZEBvmwPS2XlTO+MvubDAab3Ww7vGHIY2Z74WuQuafq49nyO+xfXfF1Ctu436zKaREdbAYWvQEl+RDTERoP9GBkIiIiZy7LsmjW93wABtiWc/MXK5i/Na1iQtoWSNsMNi9oOgSaDALfEMhJgl0LPBT16Wfl7gye+z0BgEdHNaf5isdpuvgBvChhZVB/zit6hKfm53D+2wspKD4kYeXlC+FNzHbyeg9ELiJnEiVORERERM5UEc1MneiCTEKKU3jsHJNICdkzy+xvOqzy/BajoEFvKCmAGY9VfTwrPq3Y3jmv6s9fgzYllSZO6gSZpyKXvGt29L37yPXURUREpEbYmg0HoL1tOyElB7j2k2Ws3J1hdm76xbw27GMSJg4faDnajK371gPRnn4y84u5deJKSlxuRrWrw4V5n8OSt83OAf+hw52Tef7ingT7OliVeJAfV+2rfILSB3/Ke6CIiFQTJU5EREREzlQOH5M8AUhez/A20UxoYaOlbTcuLEoaDqg837Jg2BNme81XsG9V1cWStQ+2Tqv4ftf8qju3B2zcnwVAyzrBJmlSlA2RraDZCA9HJiIicoYLiiovRXp9na3kFTm54sOlrEo8WLlMV5k255nXDT+YsqJy3NxuNw9MWsuejHzqh/nx9FkNscoeLjn7Veh3D1gWo9rV4aYBZmXJ54t3VT5JaY8+rTgRkeqmxImIiIjImazsl8/Sp/b+3TQRgJWuJry3IvPw+TEdoOXZZjvht6qLY9UX4HZBUB3z/a6Fpkn9Kaig2Mn21BwAWoXZTZkuML1NbHr7LSIi4nGlDzJcEbGRTg1qkZlfzC3vTMGduMTsPzRx0rAvBESaFaTbZ9V8rKeRL5bs5pe1+3HYLF69qCPBG76CwkzTR6/9JZXmju9UDy+7xeo9mazdc8h70tIefUqciEh1029uIiIiImeyPz21F7x7FgB/ODvw0rTN7EjLPfyYuN7mtar6kLhcsPIzsz3gQVMaoygbktZUzflr2JbkHFxuqOXvReTmz80HLWGNofUYT4cmIiIiAM1NuS7Hjtl8cmlb+jSNoJdrGRZu0kNaQ0jdirk2O7Q+12yrXNdxS0zP47GfNgBw7/DmtK8bVPFwSY+bDnu4JDzQhxFtzAM1Xyw5ZNVJWeIkbTMUF1R73CJy5lLiRERERORMFtXWvCavh5LC8icpD9btT2GJi/u+W4PL5a58TJ1481pViZPdCyBjB3gHQpuxENvTjJ+ifU42JpkyXW2jfLEWvmYG+9xpPngRERERz4tqA8H1oCSfgL3zef/yLlxWax0AH6S14vWZW3G7D3n/U1aua9MvUJzvgYBPfe/N3U5hiYvujcK4pncj82d5cBf41YL4i454zIRusQD8sGofWQXFZjA4BnxDwe2EtIQail5EzkRKnIiIiIicycpWnBzYAtv+gOJcCIzmhgvOxc/LzuId6Xy5NPFPx7QBLMjeBzkpJx5DWVP4NmPBOwDiepnvT9E+J2X9TS50zIacZAipD+0u8HBUIiIiUs6yoHlp37HNv+HtzKNV/goApro689zvCTzy43qcZQ+P1O8KIbFQlAObf/dQ0KeujNwivl62B4BbBzbFZrOg7OGSzleZ939H0LVhGE0iA8krcvLDyr1m0LJUrktEaoQSJyIiIiJnsqBo8Asz/UUWvGrGmg6mfngAdw01jeOfn5pAdtlTfgA+gRDR1GzvP75yWslZBXy9LJH8rAzTbBWgw2XmtawU2K4F4HIe1/k9adP+bOw46Zf2uRnodRvYvTwblIiIiFRWWq6Lzb/D1ulYzkKoFceFI4diWfDJwl3c/PkK8ouc5sP6NqUlN9d957mYT1GfLdpFfrGTVnWC6dk4HBKXQuJisHlB1+v+8jjLsspXnXy+eHfFKqDo0sRJ0rrqDl1EzmDHnDiZM2cOo0ePJiYmBsuymDx5cqX9lmUd8eu5554rn5Oens6ECRMIDg4mNDSUq6++mpycnErnWbNmDX369MHX15f69evz7LPPHt8dioiIiMhfs6yKVSdlKzyaDgPgip5xNIoIID23iPfm7qh8XHm5rlXHfMmCYicXvbOIe79dw6fvPg8l+VC7BdTrbCZEtwOfYCjMKm9af6pwu91sSsqirbWDgPz9pl9Lh0v++UARERGpWXF9TJnQ7P0wp/Qzq+ajuKpPI169qAPedhtT1idx4buLSMkuqCjXtfl3KMjyXNynmIJiJx8v3AnA9f0aYVkWLHrd7Gw73jzE8zfGdqiHr5eNTUnZrNidYQbLe/QpcSIi1eeYEye5ubnEx8fz+uuvH3H//v37K3198MEHWJbFuHHjyudMmDCB9evXM23aNH7++WfmzJnDdddVZJizsrIYOnQoDRo0YPny5Tz33HM8+uijvPPOO8dxiyIiIiLyt6LbVmzbHNCoPwAOu427hzUHTF3qtJzCinkn0OfkhakJbC9tOt8181cAcltfZJI4YHqBxPYw26dYn5PkrEIy8orpZi+tud2gF3j5eTYoEREROZzDBxoPMNtlH8C3GAXAWe1i+PTqroT6e7E68SBjXl9AAnEQ3hSchZDwq2diPgVNXrmXtJwiYkJ8Gdm2DmTsqlht3OPmfzw+xN+L0e1iAPh80W4zeGjixO3+iyNFRE7MMSdORowYwRNPPMGYMWOOuD86OrrS1w8//MCAAQNo1KgRABs3bmTKlCm89957dOvWjd69e/Pqq6/y5Zdfsm/fPgA+//xzioqK+OCDD2jdujUXXngh//rXv3jxxRdP4FZFRERE5IjKfvkEk7DwDS7/dkSbaNrVCyG3yMlrf2ytmHeciZPlu9J5b55ZvfJsHzvtbdspctu5dGlDkjILKiaeon1OyhrD9/fdYgYa9PRgNCIiIvK3mo2o2PYLg/rdyr/t1iic72/qRcOIAPYezGfcWwvZEVM6f+n7+sD+KLhcbt6Zux2Aq3o3xMtug8VvmxKxjfpXlNz6BxO6NwDg57X7ycgtgtotwbJB3oGq6bcnInIE1drjJDk5mV9++YWrr766fGzhwoWEhobSuXPn8rHBgwdjs9lYvHhx+Zy+ffvi7e1dPmfYsGEkJCSQkZFxxGsVFhaSlZVV6UtEREREjsKhiZNmwyrtsiyLfw9vAcDni3eRmJ5ndkS3M68Hd0Fe+lFdJr/Iyd3frMHthnEd63G+bRYA8+xdWHHAwXlvLWDXAbMSpXKfE9dx3ZYnbNyfhYWLdq6NZiBWiRMREZGTVtOhQOmK12bDwe6otLthRADf39STbg3DyCks4cJlzXHavGHPEtg5t+bjPcX8sSmF7am5BPk4uKBLfSjIhBWfmJ09bjnq88TXC6F1TDBFJS6+W7EHvP0hrLHZmXxqlXUVkVNHtSZOPv74Y4KCghg7dmz5WFJSEpGRkZXmORwOwsLCSEpKKp8TFRVVaU7Z92Vz/uzpp58mJCSk/Kt+/fpVeSsiIiIip6/aLcBe+sBK06GH7e7VJILeTSIodrp5adpmM+gXCrXizHbS0TWIf35qAjvScokK9uHhEY1hzZcAtBt9C3Hh/uzJyGf8WwvZnJwN0fHgHQQFB0+p+tWb9mfTzNpDgCsbvAKgTjtPhyQiIiJ/JbA2NOxrttuMO+KUUH9vPr26G+M61iPZXYvPi/qZHXOer6EgT11lq00u7h5LkK+XSZoUZZv3nk0GH/V5TJN4s+qkvEl8ebmu9VUet4gIVHPi5IMPPmDChAn4+vpW52UAuP/++8nMzCz/SkxMrPZrioiIiJwWvPzgvA/h3DehdvMjTrl3uBn/ftVeNu4vXdl7DOW6luxI54P5pkTXM+PaEbJrKuRnQHBdIuJH8vUNPWgeFURKdiGXvb+EIrcNYkvLZZxC5bo2JWXRxVba36R+F7B7eTYgERER+XvnfQBX/gZN//qDfG+HjefHt+Puoc14u+Qsit122DEb9iyrwUBPIXuWkTT5IfolvsH9XhP5V/FH8Nt9sOBVs7/7TRW97Y7SOe1jCPRxsCMtl4XbDlSU+VLiRESqSbUlTubOnUtCQgLXXHNNpfHo6GhSUirXHywpKSE9PZ3o6OjyOcnJyZXmlH1fNufPfHx8CA4OrvQlIiIiIkep5VnQ/uK/3N2uXiij2tbB7Ybnfy9NDBxl4iSvqIR7v12N2w3nd67HgNBU+P0Bs7P9xWCzExnky1fXdyfEz4ukrAI2JWVVlOs6RRrEFxQ72ZaaS1fbJjOgMl0iIiInv4CIo+pJZlkWtwxsysDunZnsNL3Y8qY/U93RnXqK8+Hz8USveoWbHT9yvf0nAla8BYvfhJxk8I+Aducf82kDfByM6VAXgM8W74Ko0sRJ0qmzMllETi3Vljh5//336dSpE/Hx8ZXGe/TowcGDB1m+fHn52B9//IHL5aJbt27lc+bMmUNxcXH5nGnTptG8eXNq1apVXSGLiIiIyN+4a2gz7DaLGZtSWLoz/agTJ89OSWDngTzqhPjySLuD8MEIyN5vGnt2v6l8Xqi/N+3rhwKwOvEgNCjrczL/lOhzsjUlB6fLRXd7aeJEjeFFREROOw+d1YrZkZfgclv475xG/p5/Xnl7RtnwA+Snk+oO4YOS4aS3uxZ63Qa974S+98KEr81q5+NwUddYAKZvSCErpHSVdFoClBRVVfQiIuWOOXGSk5PDqlWrWLVqFQA7duxg1apV7N69u3xOVlYW33zzzWGrTQBatmzJ8OHDufbaa1myZAnz58/nlltu4cILLyQmJgaAiy++GG9vb66++mrWr1/PV199xcsvv8ydd955nLcpIiIiIieqUe1Azu9s+sj932+bcJc1iD+wFQqyKs11u90s25nObV+u5KMFOwF4t2sSAV+Nh8JMiO0BV/0G/mGVjosvS5zsyYSY9qZPSH4GpGyozlurEhv3Z1HfSiGSDLB5Qb3Ong5JREREqpi3w8ZDV5zDdFsPADZ89YjpuSEAuJa+D8DHJUOZ1eguwsY+D0Meg8GPwMAHoW6n4z53q5hgmkcFUeR0MWW3A3xCwFUCaZurKnwRkXLHnDhZtmwZHTp0oEOHDgDceeeddOjQgYcffrh8zpdffonb7eaiiy464jk+//xzWrRowaBBgxg5ciS9e/fmnXfeKd8fEhLC1KlT2bFjB506deKuu+7i4Ycf5rrrrjvWcEVERESkCt0+uCk+DhvLdmUw9J2NHPSKBCBtm1lNnFtYwueLdzHi5bmc99ZCfli1D4DXm62kzbxbwFkILc6CS78Hv8NXErevHwKUrjixe51SfU42JWXTraxMV92Ox/00pYiIiJzcooJ9iRn9IAAdsmbxzdRZng3oJFBU4uLnadOw7VlCsdvOV87+XN+3UZVf5+z25qHrH9bsO6RBvMp1iUjVcxzrAf379//HTPp11133t0mOsLAwvvjii789R7t27Zg7d+6xhiciIiIi1Sgq2Jf7RrTgsZ83sCUlh6Ve9RliT+H1L75jWrCbg3nF5BSWAODjsHFOfB3u8v6eqJX/MyfodAWMfAHsR34b2q5eKABbU3PILigmKK43bPsDds6FbtdX/w2egI37szjHKu3/EtvDs8GIiIhItWrTsTeJC/pSP20O1ryXWNCkLT0bR3g6rBpXVOLi2+V7eH3mVq7PeRscMMfWlXvG9aNXk6r/8zg7Pobnfk9gwbYD5HVtgf/uBSdP4uTANlg9EXreCr4hno5GRE5QtfU4EREREZHT05W9GrLswcG8dUknvOqZVchtbDvZk5FPTmEJDSMCeOisVix5YDDPttxWkTTpdx+c9b+/TJoARAT6UK+WH243rN2beUifkwVwEpfBcLvdbNyfRReb+puIiIicKeqd8xAA59rm8eTnU0nJLvBwRDWn2Oniq6W7GfjCLB74fi0ZBzMY65gHQJ+L7uX8LvWr5br1w/zp1KAWbjesKDSrT0heXy3XOmYzn4I5z8EfT3g6EhGpAse84kREREREJDzQh+FtosFrMEx8j3Oj06g9pCu+XnY6N6iFzWaZRMe8l8wBve+AAfcf1bnj64WyJyOf1YmZ9OzdARx+kHcAUjdBZMtqvKvjl5pdiCMvlUa+SbixsOp383RIIiIiUs2s+l1xNuiL1645nF80iTdnxfPI6NaeDuvELH4b1k2CsIYQ0RQimkNEM/O93YsSp4tJK/fy2h9b2Z2eB0DtIB/+13gDgZvyIawx3k36V2uI57SPYfmuDH7YX4veAEknyYqTspUvq76AgQ+Bb7Bn4xGRE6LEiYiIiIgcvzrtAbCnJdA3LgC8/Sv2bZ8JSWvByx96/uuoTxlfP4Rf1u43fU4cjU2fk+2zYOe8kzZxsuGQ1SZWVBvwC/VsQCIiIlIj7P3uhk/mcKF9JkuWJlOQ2wTfkEjwDwf/MIjrC7WbeTrMo1NSCNMfheI8SFxUaZfb5mBnvXO4Ou1itqcXAhAR6M0N/RozoWssfh/+10zsfCXYqrfAzci2dfjvTxv4JbkWz/paWLkpkJMCgZHVet2/5SyGA1vNdlGOSZ50v8Fz8YjICVOpLhERERE5fkHREBAJbhekbKi8b/4r5rXDpeaDg6MUX9rnZPWeg2agvFzXydsgflNSNl1VpktEROTM07Av7tge+Fgl9LGtwXfTJFj8Fsx8En65C94fAvkZno7y6OxeaJImAbVx9n+QjMbnkhbcikLLD8tVQsPd33Fl1puE+3vxwMgWzLl3ANf0aYRf6mpIWgN2H2g/odrDjAj0oXeTCPLwJdO3nhn0dLmuA9vAVVLx/ZK3weXyXDwicsKUOBERERGR42dZUCfebO9fVTG+f41ZcWLZocfNx3TKNnVDsFmwP7OA5KwCqGv6qJC84e8P9KCN+7PoaittDN9AjeFFRETOGJaFdfHXrO33HncW3cDTzkvJ7fov6HQFhNSHgoMVpUtPdlunAzDTGU+r6W3psP58Oqf8h+b573FL0a24sLjUMZ2FvVdyXd/G+HuXFrJZ9oF5bT3mmB6WORHntDf9TVaXnCSJk9TSB2giW4FPCKRvh20zPBuTiJwQJU5ERERE5MSUJ05WV4wteNW8tj4XajU4ptMF+DhoFhUEYMp1RTQ3O9K3mTIIJ6HEfftpYe0238RqxYmIiMgZxTeYNv3PY0e9s3m7eAQvui6C0S/DqBfN/sVvQ+Zez8Z4FAo2TQNgUlYLCktchPh50a9ZbW4f3IzxV9xGydCnAfCe8xSs/MwclJ8B674z252vqrFYh7aOxsdhY3l+XTOQ7OE+J2WJk5iO0PFSs734Lc/FIyInTIkTERERETkxZYmTfavM68HEil+gj6G3yaHKynWt2ZMJIfXAO9CUP0jffmKxVoPCEidhB1Zgs9yUhDaCoChPhyQiIiI1zLIsbhvUFIDPF+8iNbsQmg6BBr2gpABmPe3hCP9ewYFEfNM34XJb2JoMYMZd/Vj50BA+vqortw9uRr9mtfHueSP0vsMc8OO/YPNUWP0VlORDZGuo37XG4g30cTC4VRSb3PXNgKcTJykbzWvt5tDlGsAyK3jStng0LBE5fkqciIiIiMiJKUucpGw0TUUXvQluJzTsCzHtj+uU8fVDgdI+J5YFEeaDCFITTjjcqrY1JYdOlnnK0B6n1SYiIiJnqn7NatO+figFxS7embPNvIcZXNo0fdXnkLLJswH+jWk/TQRgg9WERy7oS+Pagdhs1uETBz0C7S407/W+ubxilXHnK8391qBz4mPY4DYrm92pCZ5dmVz2HjWyJYQ1hGbDzfdL3vVcTCJyQpQ4EREREZETExoLvqHgKjZNRZd/ZMZ73nbcp4yvHwKYUl0ulxtqtzA70k6+xMmm/RWN4a24Xh6ORkRERDzFsixuG2we9vh0Uemqk/pdoOVocLtgxmMejvDIFm47gFXajyOg9VDCArz/erJlwTmvQeOBppF81h7wCoB2F9RQtBX6Na9Ntk802W4/LGeR51Z3OIvhwFazXbu0xGy3683rqs+hIMszcYnICVHiREREREROzKEN4n+9F4pzTbmGJoOO+5TNooLw9bKRVVDCzgO5ENHM7DgJV5xs2ZtCW6u0hFisGsOLiIicyfo3q018vRAKil28O7f0/cHAh8GyQcIvsHuRZwP8k+yCYu79egW9bWsBaNjtnH8+yO4F538Cddqb79udD77B1RfkX/Bx2BnRti4J5eW6PNQgPn27eYDIOxBCSmNp1N/06SvKgVVfeCYuETkhSpyIiIiIyIkrS5yUrQjp9a8TKtfgZbfRJqZ01cmegxVP752EiRPn7mV4W07yfCKhVpynwxEREREPsiyL2webBz4+XbiLtJxCqN0MOpQ2DJ/+KLjdngvwT/770wYistYTauXi9gmGup2O7kCfILhsMpz1Pxjy3+oM8W+d3T6Gta6GADg3/eyZIMr6m0Q0q3j/a1nQ7TqzveQdcLk8E5uIHDclTkRERETkxJUlTgCC60KbcSd8ynalDeJXJ2YeUqpry0n3i2dE+jIACut2r/Ha3iIiInLy6d+8Nu3qhZBf7OS5KQkmedL/PnD4mrKmm6d4OkQAfl+fxLfL99DXvgYAq/EAsDuO/gR+tUxvE9+Qaorwn3VrGM5036EA2Db8aFZ/1LRD+5scqt2F4BMC6dugtBSaiJw6lDgRERERkRNXVqoBoPuNpoTDCSrrc7Iq8SCENgC7N5TkQ+buEz53VUnPLaJFsXnK0L9Jbw9HIyIiIicDs+rE9Dr5alkinZ+YzogPtzE/YjwArmmPgsvpwQghLaeQByaZ8lzjQzebwcbHX2bVU+w2izadejHTGY+FC+f812o+iNTSFSdlK6TL+ARCh0vM9uK3ajYmETlhSpyIiIiIyIkLawRRbUypqo6XV8kp29cPBWDDviyK3DYINx9AnEzlujYnZxNjHQDAJ7r5P8wWERGRM8WA5pE8fFYrWtUxvT827s/ixp19OegOwJa2iQ0f3QIFmR6Jrdjp4tYvVnIgt4jOkRZ1c0t7g5xAfzpPuqlfE770GguAe+VnkJNaswGUvTet3fLwfV2vASzYOh0ydtVoWCJyYpQ4EREREZETZ7PB9XPg5iVV1hw0NsyfUH8vipwuNiVlmfrgcNIlTmpbB803gVEejUVEREROHpZlcVXvhvx6Wx+W/Wcwr1zUgRGdW/Ch14UAtNr9BYUvtIG5L0JRbo3G9sTPG1i4/QAB3nZe6Z6J5XaZsqgh9Wo0jqoS4u/FqLPHs8rVCIerkPRZNbjqxFlsSsnC4StOwDxc1LCP2V4/qebiEpETpsSJiIiIiFQNmx0cPlV2OsuyiC/vc3LwkD4nJ0/iZNv+dEKt0g87AiI9G4yIiIiclCICfTg7Pob/O68dtz/wPN83eYotrrr4FGfBjP/Cy/Gw6E0oLqj2WL5cspuPF5qVDy9d0J6Y1HlmR5PB1X7t6jQ6Poa5kaYslvfy93AXZlfbtbam5DD8f3No8dBvDH/kY3AVk+v2oclza2n/2FQmLvlTWdmy3n/rvqu2mESk6ilxIiIiIiInrfjScl2r92RCxMm34iR5/x4AXJbdNEgVERER+RuWzca5E27i4/ZfcEfRjex2R0JuKky5D17rAhk7q+3ay3am89AP6wC4a0gzhraKgq1/mJ2NB1bbdWuCZVmce+F17HRHE+jOYdUPrx7bCQ7uhtnP/mP5tPwiJzd/voJNSdkUFLuIcyUCsNVdlxKXxcG8Yu6ftJZHf1xPidNlDmp5NtgckLS2YnWKiJz0lDgRERERkZNW+9IG8ZVWnKRuBrfbc0GVcrvdHEzdC4DTL9yUKxMRERH5B5Zl8di58bjaXcDAwuf5j/NaivyjIXM3fHuVKf9UxfYdzOeGz5ZT7HQzsm00twxsAikbIXsfOPygQa8qv2ZNqx8RxO4WVwMQteF9DmTmHN2BzhL48mKY+STMfPpvpz7283oSkrOJCPTht9v68H99vQBo1qYLix8YxF1DzIM+Hy3YyZUfLSUzrxj8w6DRAHOCdSrXJXKq0G93IiIiInLSaldaqmtrag7ZAbFg2aAwE7KTPBsYkJJdiG+RaQxvD1J/ExERETl6NpvF8+Pj6d8yhs+KBzAq9yFKvINh73L44/G/P9jthgPbwOU8qmvlFzm57tNlpOUU0bJOMM+Pj8eyLNg2w0yI6wVevid4RyeHHmNvIcMKJYY0pnz1xtEdtOgNsxoEYPVEKM4/4rQfVu1l4pJELAv+d0F7WtYJJiR7GwB+dVsTFezLrYOa8tYlnfDzsjN3SxrnvjGfbak5h5Tr+vakeABIRP6ZEiciIiIictKKCPShXi0/3G5Ym1xgGmzCSdHnJCEpm9qWKedgU+JEREREjpGX3cZrF3ekR6NwthTW4t/F15kd81+GLdOPfFBJIXx3DbzaEeY8/4/XcLvd3DdpDev2ZhEW4M07l3bC39thdm4tvcYp3t/kUF4+/uR3vBaAjns+Yd7m1L8/IGMnzHzKbNu9oeAgbPjxsGk70nJ5YJJJrtwyoAm9m0aYHWUlZMtWRgPD20Tz7Y09iAnxZUdaLue+Pp95jm5g94G0zZC8/kRuUURqiBInIiIiInJSq2gQnwkRzc3gSdDnZHNyNrUprYOtxvAiIiJyHHy97Lx7eWfa1w/lu/yOfOYcAoD7++sPX2GbfxA+HWtWLQCs+Bhcrr89/2eLdjFj1Vbq2A7yxkXx1A/zNzuKcmHXArPdeFAV3pHnxQy+mUKbHy1tifz43ccUFP/Fyhy3G365C0ryIa4P9LnbjC//qNK0whInt3yxgtwiJ13jwrhtUFOzw1kCB0p7lhySOAFoHRPCD7f0plODWmQXlHDVxATy4kr7yKhJvMgpQYkTERERETmpxZf2OVmVmAG1T54G8ZuTs4koXXFCYG3PBiMiIiKnrEAfB19c241R7erwePEENrpisfLScH13bUU5roOJ8MFw2DUPvIPAOxCy9sLuBX953g37snj3l7ks8LmVhd430f2LlvBia3hvMHxxATiLIKQ+RDStoTutIX61sDpdAcDY/G954fdNR5637juz6sbuDWe9BB0vNWVhdy+o9F7z6V83sX5fFrX8vXjlog447KUfp2bsMH+GXv7mz/FPagf58MW13egSV4sip4tfXD0rrqtyXSInPSVOREREROSk1jG2FgDLdmbgPolWnCQk51QkTrTiRERERE6Av7eD1y7qwB0j2nFrya3kuX2w7ZxD9vRnTf+N94dA6kYIqgNX/QatzzUHrv3miOfLKyrh1okrOI/pBFulPTtcJZC1B/YshZ1zzVjTIWBZ1X+DNcy79624LAfdbRvpsfgm1mzcWHlCfgZMuc9s97nbJI+CY6DZcDO24hMApqxL4qMFOwF48fz2RIcc0gsmpfSctZuD7cgfsfo47PyrdIXKU1vr4/byh4O7YN+KKrlPEak+SpyIiIiIyEmtbb0QvB02DuQWsdcr1gx6uMeJy+VmS3I2EWWlugKVOBEREZETY1kWN/RrzMNXjOEp6xoA/Bc8i/O9YZC9H2q3hGumQ3RbaHu+OWj9ZCgpOuxcj/64nl2pmVzsmGUGxr0Pd2yAa2bA+Z/CiGdh0MPQ/4GaubmaFlIX21kvUGJ5MdC+irivBlO06uuKlR7THoHcVIhoBr1vrziudKUKq77g+yXbuO3LlQBc37cRA1r86f3eEfqbHEnvJhG0jgkmo9ibhJA+ZnDdpBO7PxGpdkqciIiIiMhJzcdhp339UAAWZYabwdxUyEv3WEx7D+aTV+Skti3LDChxIiIiIlWkb7PaXHfLg8zw6o8dF/aSXHYGdaTgsl8hpJ6ZFNcbAqNNM/OtlRvJ/7BqL18v28MQ+woiOAiBUdDqHAipC/U6Q6uzodv10Oeu07vcaKcryL9yJhutxgSTg/fka+Gby2HjT6Y/DMDol8HhU3FMk8G4g2MgP52Zkz+gsMTF4JaR3D2s+eHnTy1bcfL3iZOyhBjAWwfizeC6Sf/Yn0ZEPEuJExERERE56XWNCwNgwZ6CihrSHizXtTk5G4Aom0p1iYiISNWLjQigx78+YnXwAD4oGc7Q1NsY+fYalu0sfXDEZoe255nttV+XH7frQC4Pfr8OgPsiSvufdLgU7F41Gf5JIyi2LUnjf+TF4vModtthww/w1SVmZ8fLoEHPSvNTcov5xmWauF9k/4PbBjXlnUs742U/wkeoR7niBGBEm2hiw/z5Nb81RY5AyN4HiYtO6N5EpHopcSIiIiIiJ70uDU3iZOnOdFNHGjxarishORsHJQS7TQJFK05ERESkqvkH1SL+zsnEXfIKtYID2Z6Wy/i3F/L4zxvIL3JC2/FmYsJvUJhNUYmLWyeuJKewhLPr5dMgcwlgQafLPXofnjagVT32xv+Lc4seY4ettOxrQCQMeazSvBW7Mxj96jxeSuuG023Rw76BOzrYsNmO0APGWQJpm8125D8nThx2G9f2bUQRXkxzdzWD6747kdsSkWqmxImIiIiInPQ6xoZisyAxPZ/cYFPqwKMrTpKyCae0TJdlB78wj8UiIiIip7eBLaKYekc/zutUD7cb3p+3g+Evz+GG6SXsd9SHkgJee+N/jHxlLmv2ZBLi58VTsUvNwU2HQmisZ2/gJPDwWa1IC2rBsLzH+anhf+CKX8CvFkmZBXy3fA93fLWKC95eSHJWIQGRDSiIM6tOWPHRkU+YsROcReDlDyFH9+c7vlM9wgO8+Sq/ixlYP9kkYETkpKTEiYiIiIic9IJ8vWgVEwzAFnddM+jBxElCcg4RVlmZrgiw6W21iIiIVJ8QPy+eHx/Ph1d0ITrYl10H8piyIZkv8rsB0DZ9KltTcrBZ8MKY5gRu/Moc2PkqD0Z98gjx9+LpsW0pwot/bWrFv2cXMOTF2XR/egZ3fbOa71fupdjpZkSbaCbf3IuAHteYA1d9ASWFh5+wrL9JRLOjfh/o62Xnip5xLHC15qAVDHlpsHNuFd2hiFQ1h6cDEBERERE5Gl3iwli3N4ul2bVpDx5LnJQ4XWxLyaFnWeJEZbpERESkhgxoEcnvd/Tlt7X7KXa6CCsMgVnf0te+jo/HxBEbG0fDvT9DfgYE14OmQzwd8kljYIsoxnWsx3cr9vDVskQALAva1Q2hV5MI+jarTbeGYViWZVbqBNWB7P2w6WdoM67yyVI3mdej6G9yqEt7NODN2dv4ubgLlzhmwLpvofGAqrg9EaliSpyIiIiIyCmha1wYH87fye8pIVwLkLUHCnPAJ7BG49h5II8ip4sY79L+JmoMLyIiIjUoxM+LC7uWlYeKgy2dsfYuo1/xPIhoDT98YHZ1usI0kZdyD49uhdvtxsfLTp+mEfRsHE6ov/fhE+0O6HApzHkWln0IrceaLEuZlNLEyVH0NzlUqL83F3WN5ZcF3bmEGaY/jcup/04iJyHVFBARERGRU0LnONNHZHkquMqSFWVNOWvQlmSTMGkRlG8GtOJEREREPKmsSfyaryF5PSQuMj3YOl7q2bhOQiF+Xrx4QXueHtuWkW3rHDlpUqbjpYBlymm9PwS2Tge32+wrW/l8jCtOAK7u3ZAVtOSgOwDyDkDikmO/ERGpdkqciIiIiMgpoXaQD40iAnC7ITOgoRn0QLmuhNLESZxPrhkIqF3jMYiIiIiUazPWJEr2LoNpj5ixFqMgKNqzcZ3qQmNh6BPg8IU9S+GzcfDeYNj8e8XDO8eROIkJ9eOs9rH84epgBhJ+rcKgRaSqKHEiIiIiIqeMLqWrTrZTzwyk1XziZHNp4iTGq7RUl1aciIiIiCcFRkKj/mZ76zTzqqbwVaPnLXDbauh+Mzj8THLqi/PBWWi+D21wXKe9sX9j/nB1AiB/3U9VGbGIVBElTkRERETklNGloUmcrMgrTVZ4YsVJkkmYhFPaHF49TkRERMTTysp1AYQ1gob9PBfL6SYoGoY/ZRIoPW4xCROA6LZgO76PVptEBhLVcSRFbjt+WTtwpdR8+VkR+XtKnIiIiIjIKaNr6YqTOQfNa00nTgpLnOw8kAdAUEm6GdSKExEREfG0lmeZklIAna487g/05W8ERcGwJ+H2NTDyeTj71RM63U3DOrCENgCs+2Pi309O3Qz7Vp3Q9UTk2OhfURERERE5ZdQP8yMyyIdNJTFmIGMHFBfU2PW3p+bidLkJ8fPCnp9mBpU4EREREU/zCYLB/4XmI6HT5Z6O5vQWGAldr4XIY+9vcqjwQB/czUcA4Er4lbyikiNPzE2DdwfCO/3g13tq9L2vyJlMiRMREREROWVYlkWXhmGkEkqBIwjcLkjfVmPXL+tv0irSDyvvgBlUqS4RERE5GXS/AS6aCL4hno5EjlLXYRcD0M6VwMfTlx950qI3oai0t96Sd+D9IZC2tYYiFDlzKXEiIiIiIqcUU67LItFW3wykbKyxa5f1N4kPL30i0LKBf1iNXV9ERERETh8+4Q3IDG2FzXKTuGgS+zPzK08oyIIl75rt7jeDXxgkrTGrT9Z8XfMBi5xBlDgRERERkVNKl9I+J4sLY81A4pIau3bZipM2IaUlEvwjwGavseuLiIiIyOklOP5sAPq5l/Hc73/q37fsfSjMhIjmMPQJuHE+NOgNRTkw6VqYfDMU5XogapHTnxInIiIiInJKaR4dRJCvgwXFzczA7gU1du2E0sRJY//SpwEDo2rs2iIiIiJy+rFajASgj20tv6zYwZo9B82O4nxY+IbZ7n072GwQHAOX/wj97gMsWPUZfDjS9EERkSqlxImIiIiInFLsNovODWqx1NXcDCStg4LMar9uXlEJiekmYVLfO8cMBtau9uuKiIiIyGksuh0E18PfKqSXbR2P/7yB+VvTWPL9a5CbwgFHJGfPrsPlHyxh5e4Ms9p5wP1w+U/gHw77V8GHIyBzj6fvROS0osSJiIiIiJxyTIP4WqQ4YgA3JC6t9mtuSTbJktpBPgQWqzG8iIiIiFQBy4LmIwAY7ljB0p0ZXPbeAqLXvQ3AK/kjWLM/j9mbUxnzxgL+NXElezLyoGEfuOp3CK4HaZvhg+FqGi9ShZQ4EREREZFTTtfSPieLnKWrTmqgXNempCwAmkUFQk6qGdSKExERERE5UaWJk7N81xDkY+OqkBXE2lLJdYTSaOgNvHNpJ87rVA/Lgh9X72PgC7P5vymbyA6Mg6umQHhTyEyED4bB/tWevReR04QSJyIiIiJyymlbLwRvh415RU3MwK6F1X7N5bsyzLXrhkJuihnUihMREREROVFxfcA7CP+iNNZeE86DIb8DEND3Vi7v14qhraN5fnw8P93Smx6NwikqcfHmrG30f24Wn2x0UnjZL1AnHvLS4KOzYFfN9QAUOV0pcSIiIiIipxwfh50O9UNZ6mphBvYuh5LCar3mkh3pAHRrFAY5pYkTNYcXERERkRPl8Iamg832b/dCygbwDoIu11Sa1qZuCF9c2433LutMo4gADuQW8fAP6xn45nomtX0bd4NeUJgFn46BPcs8cCMipw8lTkRERETklDSkVRQ73NEctIWCsxD2ray2ayVnFbDzQB42Czo1qAW5KtUlIiIiIlWo+UjzWvaetsvV4Bd62DTLshjcKorf7+jL4+e2ISrYh70H87nzx+0MT7uN5Kg+UFIAP98OLmeNhS9yulHiREREREROSaPa1QEsFhQ3MwPVWJKgbLVJq5hggn29KlacqFSXiIiIiFSFpkPAspttuw90v+lvp3vZbVzavQGz7xnAf0a1JCzAm4QDJYzYNYFsKwCS1sKyD44vlvyDsHU6uN3Hd7zIaUCJExERERE5JdUJ8aNLXC2WucoaxFdfn5PFOw4A0DUuHJwlkGe+J1CJExERERGpAn61IK6X2e5wCQQdXUlYXy871/RpxJx7B3D30GYU+4bxf0XnA+Ca8Tjkph1bHC4nfDYWPhsHKz87tmNFTiPHnDiZM2cOo0ePJiYmBsuymDx58mFzNm7cyNlnn01ISAgBAQF06dKF3bt3l+8vKCjg5ptvJjw8nMDAQMaNG0dycnKlc+zevZtRo0bh7+9PZGQk99xzDyUlJcd+hyIiIiJy2hodH8OS8sTJ4morR1C24qRrwzDTdBM3WDbwD6+W64mIiIjIGWjEs9DrNhj00DEfGujj4JaBTfnjrv4sCh3NOlcctsJMCqcc47kWv2X6B5Zta9WJnKGOOXGSm5tLfHw8r7/++hH3b9u2jd69e9OiRQtmzZrFmjVreOihh/D19S2fc8cdd/DTTz/xzTffMHv2bPbt28fYsWPL9zudTkaNGkVRURELFizg448/5qOPPuLhhx8+jlsUERERkdPViDZ1SKABOW5fKMyElI1Vfo303CI2J+cA0CWuVkWZLv9wsNmr/HoiIiIicoaKbAlDHjOrT45T7SAfPry6By95XweAz9ovKNx+lCuzM3bCH09UfJ+8DhKXHHcsIqeyY06cjBgxgieeeIIxY8Yccf+DDz7IyJEjefbZZ+nQoQONGzfm7LPPJjLSlDHIzMzk/fff58UXX2TgwIF06tSJDz/8kAULFrBo0SIApk6dyoYNG/jss89o3749I0aM4PHHH+f111+nqKjoBG5XRERERE4ntYN86No4khWupmagGsp1Ld1pVps0jQwkPNAHcksTJ4FHVz5BRERERKQm1Q/z595rLmMy/QHY/+WtFBcX//1Bbjf8fAcU50GD3tB+ghlf+l71BitykqrSHicul4tffvmFZs2aMWzYMCIjI+nWrVulcl7Lly+nuLiYwYMHl4+1aNGC2NhYFi40v+guXLiQtm3bEhVV8cvosGHDyMrKYv369Ue8dmFhIVlZWZW+REREROT0N7pdDEvLynVVQ4P4SmW6AHJSzWtA7Sq/loiIiIhIVWgeHUTcBc+R5fYnrmgLk99/Epfrb8purf4Stv1hGtOPfhm6XmvGN0yueP8rcgap0sRJSkoKOTk5PPPMMwwfPpypU6cyZswYxo4dy+zZswFISkrC29ub0NDQSsdGRUWRlJRUPufQpEnZ/rJ9R/L0008TEhJS/lW/fv2qvDUREREROUkNbxPNCloCULJzQZXXYS5LnHRrVNrPpHzFiRrDi4iIiMjJq33LZuzvdBcAQ/a/w6NfzmHl7gycf06g5KTC7/eb7f7/hogmENMB6nYGZxGs/KSGIxfxvCpfcQJwzjnncMcdd9C+fXvuu+8+zjrrLN56662qvNRh7r//fjIzM8u/EhMTq/V6IiIiInJyCPX3JrBRV4rcdhy5SXBwV5WdO7ugmPX7MgHoGle24qQ0caIVJyIiIiJykms+6nYOBjcn1Mqly8anuPKN3+nw2FRu+nw5E5fsZk9GHky5D/IzIKot9PxXxcFdrjGvyz4El9MzNyDiIY6qPFlERAQOh4NWrVpVGm/ZsiXz5s0DIDo6mqKiIg4ePFhp1UlycjLR0dHlc5Ysqdx4KDk5uXzfkfj4+ODj41NVtyIiIiIip5Ch7RuxbldDOlpbce9agFUrrkrOu2xXBi43NAj3JzrE1wzmaMWJiIiIiJwi7A5Cz3sFPhjGaPsihtuXMs/Zhp/W9+CptZ3pbEvgQ+9vcWHj44g7CVubQqs6wdQJ9WNvxCAaeofgnZnIhx++xa/FHfD1stOrSQS9m0TQqk4wNpvl6TsUqRZVmjjx9vamS5cuJCQkVBrfvHkzDRo0AKBTp054eXkxY8YMxo0bB0BCQgK7d++mR48eAPTo0YMnn3ySlJSU8qby06ZNIzg4+LCkjIiIiIjIkNZRfPVDSzqylYOb5lCr/cVVct7y/iZlq01AzeFFRERE5NQS2x3GvAMLX8UraS0D7KsZYF9NEV4Uus3Hw++WjODp5T6wfFWlQ+9z9OEGx8802vklS4vjAJi7JQ2AsABvxtTP5dKir4gJ8cU7ohHUagC14iC0AQTXBXuVfvwsUmOO+W9uTk4OW7duLf9+x44drFq1irCwMGJjY7nnnnu44IIL6Nu3LwMGDGDKlCn89NNPzJo1C4CQkBCuvvpq7rzzTsLCwggODubWW2+lR48edO/eHYChQ4fSqlUrLr30Up599lmSkpL4z3/+w80336xVJSIiIiJymGBfL4piukLST7h2Layy8x7WGB7UHF5ERERETj3xF5iv1M2wfhKs+w7vtM14W8UUBsUS0uNhJiQXs3F/FpuSsskrchLs62Bl2Bhc6b/Qz76G94eHsZto5m9NY+G2AzTKW8OtO14g1MqFfUe4pt0H6naE+t0qvgLCa/zWRY6H5XYfW/fMWbNmMWDAgMPGL7/8cj766CMAPvjgA55++mn27NlD8+bN+e9//8s555xTPregoIC77rqLiRMnUlhYyLBhw3jjjTcqleHatWsXN954I7NmzSIgIIDLL7+cZ555Bofj6HI9WVlZhISEkJmZSXBw8LHcooiIiIicgqYsWc/wX3sC4L57K1bgUSQ2UjbB1mnQ7cbDnobLL3LS7r+/U+x0M+eeAcSG+5sdzzWB3FS4YR5Et63q2xARERERqX5uNySvh+0zodkI0xC+lMvlJruwhGBfB5ZlwefjYctU6HELDHsSgJJ1k7FNuhabq4iN9mZMKuhMrJVCQ0carf3SCS1KwnIWHX7d8CbQ5VrofkNN3alIJUebNzjmxMmpQokTERERkTNLXlEJe5+Mp6m1hx2D3qZhnwv//oDCHHi9K2TthXPfhD+V91qwLY2L311MdLAvC+8faH5pdJbA4xGAG+7aDEEq1yUiIiIip7nNv8MX54NvKNy5EVZ8DFPuB9zQfCSuse8xZXMWL03bzJaUHABq+dm5u4sXF0Ttx7F3MSQugdRNFee8fg7UiffI7ciZ7WjzBrYajElEREREpNr4eztICu0IQMq6mf98wJxnTdIEYMfcw3YfWqbLskqbXuYdANyABf4qMyAiIiIiZ4Amg03PkoKD8Mk5MOU+wA2dr4YLPsPmE8DItnWYcntfXrmoA41qB5CR7+TBOQVcsKQRyf2fg5sXw707oMVZ5pwL3/DkHYn8IyVOREREROS0EdKiLwBBKctwuv5mYXXKJlj4esX3u+YdNmXx9iP0NylrDB8QoUaXIiIiInJmsNmh81Vme88S8zr4URj1gtlXym6zODs+hml39OP58fEE+TpYviuDUa/MY9H2A+AfBn3uMpPXfQtZR2qMInJyUOJERERERE4bzboOBaCFaxurpn1x5EluN/x6N7hKoNEAsOxwcDccTCyfUlTiYsXuDAC6VWoMX5Y4iayW+EVERERETkodLgXvQLB5wZh3oPcdULYq+0/sNovzOtXjp1t60yI6iLScQia8t5j35m7HHdMBYnua9+JL3q3hmxA5ekqciIiIiMhpwze8AWsjz8FmuWmz8HbcO+cfPmntt7BzLjj8YPTLENPejO+qmLt270EKS1yEBXjTJDKw4tjcVPN6NI3nRUREREROFwHhpi/JTQsh/oKjOiQuIoDvb+rFue1jcLrcPPHLRm6ZuJKCLqWN4Zd9AEW51Rh0Ndu1AJI3eDoKqSZKnIiIiIjIaSV6wpv84eqID0U4P78AktZV7CzIhN8fMNt974JaDaBBT/P9zopyXYvL+pvEHdLfBLTiRERERETOXOGNIaLpMR3i523npQva89+zW+OwWfyyZj/nzwzBXauh6Zmy6i9WiZ/s0nfAR2eZni8up6ejkWqgxImIiIiInFZqhwQwq93/sdTVDEdxNnw2FjJ2mp0znzJ9SsKbQM9/mbEGvc3rIStODm0MX0lOsnkNVOJERERERORoWJbF5T3j+PK67tTy92LNvlzmR4w3Oxe9AS6XZwM8HjvmgNtpfrdI2+zpaKQaKHEiIiIiIqedy/u14uqiu9nkqm+SHZ+Oga0zYMk7ZsLI58DhY7ZjuwMWpG+HrP0UO10s22n6mxyWOCkr1RWgUl0iIiIiIseic1wYD4xsCcAdCa1x+YSY9+Cbp3g4suOwa0HF9p6lnotDqo0SJyIiIiJy2mlcO5CuLRtzWdF9ZHhFm1/IPhsLbhe0HgONB1ZM9guF6LZme9d8vlyaSE5hCRGBPrSsE1z5xGWlugKjauQ+REREREROJ+M61qN9/VBSi7yYGTjKDC583bNBHY9DVquzZ5nn4pBqo8SJiIiIiJyWruvbiBRqcUH+vbj8IsygdyAMe+rwyXGmXFfx9rm8MmMLALcObILdZlWep+bwIiIiIiLHzWaz+O/ZrbEseHBvD1yWA3bNg30rPR3a0Tu4GzITK75X4uS0pMSJiIiIiJyWusTVon39UDaXRPNFs5egUX849w0Ijjl8coNeAGQnzCY1u5D6YX5c1DX28HlqDi8iIiIickLi64dyfqf6JBHOLK/SfoML3/BsUMeirExXaAPzmrIBCrM9F49UCyVOREREROS0ZFkW1/VtBMALa33Jv3AStDrnyJMb9AQgLG8H4WRy15DmeDv+9FbZ5YS8NLOt5vAiIiIiIsftnuHNCfJ18GL2YDOwfhJk7vVsUEerrExXq7MhJBZww94VHg1Jqp4SJyIiIiJy2hrWOpr6YX5k5BXz7fLEv57oH0aKX2MAxobv4uz4I6xKyTtgeqRggX9E9QQsIiIiInIGiAj04c4hzVjnbsQyWoGrBGY+BW63p0P7Z2UrThr0hnqdzbYaxJ92lDgRERERkdOW3WZxTW+z6uS9eTtwuo78i9i+g/lMzTWJk8tj9mL7c28TqCjT5R8Odke1xCsiIiIicqa4tHsDmkcF8b+i0lXhqz6DKfed3MmT7CQ4sBWwILYb1Otixqu6z4nLWbXnk2OmxImIiIiInNbGd65HqL8Xuw7k8ePqIy///9/0zSwoaQFA3czlRz5RbmniRGW6ROT/27vzqKrq9Y/jn4NwmEFEJgUUR8QUp66ilFNXyjQ1b3W10jTzWlhpt/xpaVhWem9WDl2zrGuDY6YNVy01BbU0ZyyxKBOzVNBUBJnh7N8fB06SoseJ8f1aiyXu/d3Pfr6s5eM+POd7vgAA4Ko51nLQ5Dta6itLK40veEiGTNK2udLn/1d5myclq00CbpBcfc5pnOy4djlvnSO9GCjteu/axMMVoXECAACAas3N7Kj7O1k3bhy7dK/++eFepWXk2s7/lJapj3b9pu2WFpIk0/H9Uvap8wNlpln/dPe77jkDAAAANUFUY1/d3jpIS4q669/mWGvzZPub0ufjKmfzxPYxXdY9EhXUWqpltu6FePrQ1cffOV9aM0Eqype2/qdy/gxqCBonAAAAqPYe6dZEd7arL0lavvs3dZ+eoNnrf1JuQZGmr02WxZDaRTST6jazXnB4a+kAuWekTS9bv/drXo6ZAwAAANVbXJ8IBfu46o2MznrF5dHi5slb0uqnKl/joKRx0rCL9U9HZymwtfX7I2WsXLfXdx9JK8f+8fffk6XUb68uJq4YjRMAAABUe67mWnr17jb6JLaL2oXWVnZ+kV5Z96O6vhyvNUlpcjBJT8U0lxoUvwA69PUfFxuG9Mkj0qmfJe8Qqev4ipkEAAAAUA35e7lo0YhOCvRy0evpnfSq2+PW5smOedKqf1ae5kn2Kel4kvX70M5/HD/347quVPIX0sf/kGRIHYZLEcX7vnz74ZXHxFWhcQIAAIAao01IbS1/uLNmDWqret4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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def savgol_filter_smooth(data, window_length, polyorder=5):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = savgol_filter(data, window_length = window_length, polyorder = polyorder)\n",
        "    smooth = pd.Series(smooth, index=data.index)\n",
        "  else:\n",
        "    smooth = savgol_filter(data, window_length = window_length, polyorder = polyorder)\n",
        "  \n",
        "  return smooth\n",
        "\n",
        "\n",
        "savgol_filter_smooth(cyb.close, 10).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "buwS6zcNIpqT"
      },
      "source": [
        "**6.使用偏微分方程平滑**\n",
        "\n",
        "使用偏微分方程（Partial Differential Equations，PDEs）来平滑数据是一种常见的方法。偏微分方程有许多种类型，但其中最常用的就是热传导方程和Perona-Malik PDE。它们的基本思想是通过计算数据点之间的差异来确定数据点的变化速率，并根据这些速率来调整数据以获得更平滑的曲线。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "id": "7LWUfFm_179g",
        "outputId": "0a6b752a-3d1d-41a1-a916-6b07395da20b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def get_diff_mat(n: int):\n",
        "    '''\n",
        "    Get the first and second differentiation matrices, which are truncated\n",
        "    to find the derivative on the interior points.\n",
        "    Parameters\n",
        "    ----------\n",
        "    n : int\n",
        "        The total number of discrete points\n",
        "    Returns\n",
        "    -------\n",
        "    [Dx, Dxx] : np.array\n",
        "        The first and second differentiation matrices, respecitvely.\n",
        "    '''\n",
        "    \n",
        "    Dx = (\n",
        "        np.diag(np.ones(n-1), 1) \n",
        "        - np.diag(np.ones(n-1), -1)\n",
        "    )/2\n",
        "    \n",
        "    Dxx = (\n",
        "        np.diag(np.ones(n-1), 1)\n",
        "        - 2*np.diag(np.ones(n), 0)\n",
        "        + np.diag(np.ones(n-1), -1)\n",
        "    )\n",
        "    \n",
        "    # Truncate the matrices so that we only determine the derivative on the\n",
        "    # interior points (i.e. we don't calculate the derivative on the boundary)\n",
        "    return Dx[1:-1, :], Dxx[1:-1, :]\n",
        "    \n",
        "def _heat_smooth(p: np.array,\n",
        "        k: float = 0.05,\n",
        "        t_end: float = 5.0) -> np.array:\n",
        "    '''\n",
        "    Solve the heat equation using a basic finite difference approach.\n",
        "    Parameters\n",
        "    ----------\n",
        "    p : np.array\n",
        "        The price array to smoothen.\n",
        "    k : float, optional\n",
        "        The step size in time (keep < 0.1 for accuracy)\n",
        "    t_end : float, optional\n",
        "        When to termininate the algorithm the larger the t_end, the smoother\n",
        "        the series\n",
        "    Returns\n",
        "    -------\n",
        "    U : np.array\n",
        "        The heat equation smoothened time series\n",
        "    '''\n",
        "    _, Dxx = get_diff_mat(p.shape[0])\n",
        "    \n",
        "    U = deepcopy(p)\n",
        "    t = 0\n",
        "    \n",
        "    while t < t_end:\n",
        "\n",
        "        U = np.hstack((\n",
        "            np.array([p[0]]),\n",
        "            U[1:-1] + k*Dxx@U,\n",
        "            np.array([p[-1]]),\n",
        "        ))\n",
        "        \n",
        "        t += k\n",
        "        \n",
        "    return U\n",
        "\n",
        "def heat_smooth(data, k=0.05, t_end=1, window=21):\n",
        "  if isinstance(data, pd.Series):\n",
        "    smooth = data.values.copy()\n",
        "    for i in range(0, len(smooth), window):\n",
        "        smooth[i:i+window] = _heat_smooth(smooth[i:i+window], k, t_end)\n",
        "    smooth = pd.Series(smooth, index=data.index)\n",
        "  else:\n",
        "    smooth = data.copy()\n",
        "    for i in range(0, len(smooth), window):\n",
        "        smooth[i:i+window] = _heat_smooth(smooth[i:i+window], k, t_end)\n",
        "    smooth = _heat_smooth(data, k, t_end)\n",
        "  \n",
        "  return smooth\n",
        "\n",
        "\n",
        "heat_smooth(cyb.close).plot(figsize=(20,5))\n",
        "cyb.close.plot(figsize=(20,5))"
      ]
    }
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